{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4-3-4 ネットワークモデルの作成\n",
    "\n",
    "- 本ファイルでは、OpenPoseのネットワークモデルと順伝搬forward関数を作成します。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4.3 学習目標\n",
    "\n",
    "1.\tOpenPoseのネットワーク構造をモジュール単位で理解する\n",
    "2.\tOpenPoseを構成する各モジュールのサブネットワーク構成を理解する\n",
    "3.\tOpenPoseのネットワーククラスを実装できるようになる\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4.4 学習目標\n",
    "\n",
    "1.\tFeatureモジュールのサブネットワーク構成を理解する\n",
    "2.\tFeatureモジュールを実装できるようになる\n",
    "3.\tStageモジュールのblockを構成するサブネットワークを理解する\n",
    "4.\tStageモジュールを実装できるようになる\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 事前準備\n",
    "\n",
    "\n",
    "とくになし"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 必要なパッケージのimport\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.nn import init\n",
    "import torchvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class OpenPoseNet(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(OpenPoseNet, self).__init__()\n",
    "\n",
    "        # Featureモジュール\n",
    "        self.model0 = OpenPose_Feature()\n",
    "\n",
    "        # Stageモジュール\n",
    "        # PAFs（Part Affinity Fields）側\n",
    "        self.model1_1 = make_OpenPose_block('block1_1')\n",
    "        self.model2_1 = make_OpenPose_block('block2_1')\n",
    "        self.model3_1 = make_OpenPose_block('block3_1')\n",
    "        self.model4_1 = make_OpenPose_block('block4_1')\n",
    "        self.model5_1 = make_OpenPose_block('block5_1')\n",
    "        self.model6_1 = make_OpenPose_block('block6_1')\n",
    "\n",
    "        # confidence heatmap側\n",
    "        self.model1_2 = make_OpenPose_block('block1_2')\n",
    "        self.model2_2 = make_OpenPose_block('block2_2')\n",
    "        self.model3_2 = make_OpenPose_block('block3_2')\n",
    "        self.model4_2 = make_OpenPose_block('block4_2')\n",
    "        self.model5_2 = make_OpenPose_block('block5_2')\n",
    "        self.model6_2 = make_OpenPose_block('block6_2')\n",
    "\n",
    "    def forward(self, x):\n",
    "        \"\"\"順伝搬の定義\"\"\"\n",
    "\n",
    "        # Featureモジュール\n",
    "        out1 = self.model0(x)\n",
    "\n",
    "        # Stage1\n",
    "        out1_1 = self.model1_1(out1)  # PAFs側\n",
    "        out1_2 = self.model1_2(out1)  # confidence heatmap側\n",
    "\n",
    "        # CStage2\n",
    "        out2 = torch.cat([out1_1, out1_2, out1], 1)  # 次元1のチャネルで結合\n",
    "        out2_1 = self.model2_1(out2)\n",
    "        out2_2 = self.model2_2(out2)\n",
    "\n",
    "        # Stage3\n",
    "        out3 = torch.cat([out2_1, out2_2, out1], 1)\n",
    "        out3_1 = self.model3_1(out3)\n",
    "        out3_2 = self.model3_2(out3)\n",
    "\n",
    "        # Stage4\n",
    "        out4 = torch.cat([out3_1, out3_2, out1], 1)\n",
    "        out4_1 = self.model4_1(out4)\n",
    "        out4_2 = self.model4_2(out4)\n",
    "\n",
    "        # Stage5\n",
    "        out5 = torch.cat([out4_1, out4_2, out1], 1)\n",
    "        out5_1 = self.model5_1(out5)\n",
    "        out5_2 = self.model5_2(out5)\n",
    "\n",
    "        # Stage6\n",
    "        out6 = torch.cat([out5_1, out5_2, out1], 1)\n",
    "        out6_1 = self.model6_1(out6)\n",
    "        out6_2 = self.model6_2(out6)\n",
    "\n",
    "        # 損失の計算用に各Stageの結果を格納\n",
    "        saved_for_loss = []\n",
    "        saved_for_loss.append(out1_1)  # PAFs側\n",
    "        saved_for_loss.append(out1_2)  # confidence heatmap側\n",
    "        saved_for_loss.append(out2_1)\n",
    "        saved_for_loss.append(out2_2)\n",
    "        saved_for_loss.append(out3_1)\n",
    "        saved_for_loss.append(out3_2)\n",
    "        saved_for_loss.append(out4_1)\n",
    "        saved_for_loss.append(out4_2)\n",
    "        saved_for_loss.append(out5_1)\n",
    "        saved_for_loss.append(out5_2)\n",
    "        saved_for_loss.append(out6_1)\n",
    "        saved_for_loss.append(out6_2)\n",
    "\n",
    "        # 最終的なPAFsのout6_1とconfidence heatmapのout6_2、そして\n",
    "        # 損失計算用に各ステージでのPAFsとheatmapを格納したsaved_for_lossを出力\n",
    "        # out6_1：torch.Size([minibatch, 38, 46, 46])\n",
    "        # out6_2：torch.Size([minibatch, 19, 46, 46])\n",
    "        # saved_for_loss:[out1_1, out_1_2, ・・・, out6_2]\n",
    "\n",
    "        return (out6_1, out6_2), saved_for_loss\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Featureモジュール"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class OpenPose_Feature(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(OpenPose_Feature, self).__init__()\n",
    "\n",
    "        # VGG-19の最初10個の畳み込みを使用\n",
    "        # 初めて実行する際は、モデルの重みパラメータをダウンロードするため、実行に時間がかかる\n",
    "        vgg19 = torchvision.models.vgg19(pretrained=True)\n",
    "        model = {}\n",
    "        model['block0'] = vgg19.features[0:23]  # VGG19の最初の10個の畳み込み層まで\n",
    "\n",
    "        # 残りは新たな畳み込み層を2つ用意\n",
    "        model['block0'].add_module(\"23\", torch.nn.Conv2d(\n",
    "            512, 256, kernel_size=3, stride=1, padding=1))\n",
    "        model['block0'].add_module(\"24\", torch.nn.ReLU(inplace=True))\n",
    "        model['block0'].add_module(\"25\", torch.nn.Conv2d(\n",
    "            256, 128, kernel_size=3, stride=1, padding=1))\n",
    "        model['block0'].add_module(\"26\", torch.nn.ReLU(inplace=True))\n",
    "\n",
    "        self.model = model['block0']\n",
    "\n",
    "    def forward(self, x):\n",
    "        outputs = self.model(x)\n",
    "        return outputs\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stageモジュール"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_OpenPose_block(block_name):\n",
    "    \"\"\"\n",
    "    コンフィグレーション変数からOpenPoseのStageモジュールのblcokを作成\n",
    "    nn.Moduleではなく、nn.Sequentialにする\n",
    "    \"\"\"\n",
    "\n",
    "    # 1. コンフィグレーションの辞書変数blocksを作成し、ネットワークを生成させる\n",
    "    # 最初に全パターンの辞書を用意し、引数block_nameのみを生成する\n",
    "    blocks = {}\n",
    "    # Stage 1\n",
    "    blocks['block1_1'] = [{'conv5_1_CPM_L1': [128, 128, 3, 1, 1]},\n",
    "                          {'conv5_2_CPM_L1': [128, 128, 3, 1, 1]},\n",
    "                          {'conv5_3_CPM_L1': [128, 128, 3, 1, 1]},\n",
    "                          {'conv5_4_CPM_L1': [128, 512, 1, 1, 0]},\n",
    "                          {'conv5_5_CPM_L1': [512, 38, 1, 1, 0]}]\n",
    "\n",
    "    blocks['block1_2'] = [{'conv5_1_CPM_L2': [128, 128, 3, 1, 1]},\n",
    "                          {'conv5_2_CPM_L2': [128, 128, 3, 1, 1]},\n",
    "                          {'conv5_3_CPM_L2': [128, 128, 3, 1, 1]},\n",
    "                          {'conv5_4_CPM_L2': [128, 512, 1, 1, 0]},\n",
    "                          {'conv5_5_CPM_L2': [512, 19, 1, 1, 0]}]\n",
    "\n",
    "    # Stages 2 - 6\n",
    "    for i in range(2, 7):\n",
    "        blocks['block%d_1' % i] = [\n",
    "            {'Mconv1_stage%d_L1' % i: [185, 128, 7, 1, 3]},\n",
    "            {'Mconv2_stage%d_L1' % i: [128, 128, 7, 1, 3]},\n",
    "            {'Mconv3_stage%d_L1' % i: [128, 128, 7, 1, 3]},\n",
    "            {'Mconv4_stage%d_L1' % i: [128, 128, 7, 1, 3]},\n",
    "            {'Mconv5_stage%d_L1' % i: [128, 128, 7, 1, 3]},\n",
    "            {'Mconv6_stage%d_L1' % i: [128, 128, 1, 1, 0]},\n",
    "            {'Mconv7_stage%d_L1' % i: [128, 38, 1, 1, 0]}\n",
    "        ]\n",
    "\n",
    "        blocks['block%d_2' % i] = [\n",
    "            {'Mconv1_stage%d_L2' % i: [185, 128, 7, 1, 3]},\n",
    "            {'Mconv2_stage%d_L2' % i: [128, 128, 7, 1, 3]},\n",
    "            {'Mconv3_stage%d_L2' % i: [128, 128, 7, 1, 3]},\n",
    "            {'Mconv4_stage%d_L2' % i: [128, 128, 7, 1, 3]},\n",
    "            {'Mconv5_stage%d_L2' % i: [128, 128, 7, 1, 3]},\n",
    "            {'Mconv6_stage%d_L2' % i: [128, 128, 1, 1, 0]},\n",
    "            {'Mconv7_stage%d_L2' % i: [128, 19, 1, 1, 0]}\n",
    "        ]\n",
    "\n",
    "    # 引数block_nameのコンフィグレーション辞書を取り出す\n",
    "    cfg_dict = blocks[block_name]\n",
    "\n",
    "    # 2. コンフィグレーション内容をリスト変数layersに格納\n",
    "    layers = []\n",
    "\n",
    "    # 0番目から最後の層までを作成\n",
    "    for i in range(len(cfg_dict)):\n",
    "        for k, v in cfg_dict[i].items():\n",
    "            if 'pool' in k:\n",
    "                layers += [nn.MaxPool2d(kernel_size=v[0], stride=v[1],\n",
    "                                        padding=v[2])]\n",
    "            else:\n",
    "                conv2d = nn.Conv2d(in_channels=v[0], out_channels=v[1],\n",
    "                                   kernel_size=v[2], stride=v[3],\n",
    "                                   padding=v[4])\n",
    "                layers += [conv2d, nn.ReLU(inplace=True)]\n",
    "\n",
    "    # 3. layersをSequentialにする\n",
    "    # ただし、最後にReLUはいらないのでその手前までを使用する\n",
    "    net = nn.Sequential(*layers[:-1])\n",
    "\n",
    "    # 4. 初期化関数の設定し、畳み込み層を初期化する\n",
    "\n",
    "    def _initialize_weights_norm(self):\n",
    "        for m in self.modules():\n",
    "            if isinstance(m, nn.Conv2d):\n",
    "                init.normal_(m.weight, std=0.01)\n",
    "                if m.bias is not None:\n",
    "                    init.constant_(m.bias, 0.0)\n",
    "\n",
    "    net.apply(_initialize_weights_norm)\n",
    "\n",
    "    return net\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 動作確認"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((tensor([[[[-3.0143e-05, -4.3219e-05, -5.3541e-05,  ..., -3.5760e-05,\n",
      "           -7.3377e-05, -3.7103e-05],\n",
      "          [ 1.5330e-05, -1.0517e-05, -4.5033e-05,  ...,  1.7894e-06,\n",
      "           -4.4662e-05, -2.6960e-05],\n",
      "          [ 8.3270e-07,  1.8274e-05, -1.3574e-06,  ..., -2.4056e-05,\n",
      "           -2.4711e-05, -6.8038e-06],\n",
      "          ...,\n",
      "          [ 5.0014e-06,  1.6113e-05,  7.6395e-06,  ..., -3.2908e-05,\n",
      "           -1.4732e-05, -2.1079e-05],\n",
      "          [ 8.9741e-06,  1.7943e-05,  2.8092e-05,  ..., -3.8767e-05,\n",
      "           -2.8680e-05, -3.1816e-05],\n",
      "          [-1.4406e-05, -1.1678e-05, -1.1530e-05,  ..., -2.0487e-05,\n",
      "           -1.4557e-05, -5.9180e-06]],\n",
      "\n",
      "         [[-1.3207e-05, -7.0340e-06,  4.0214e-05,  ...,  7.3094e-05,\n",
      "            4.9852e-05,  4.4322e-05],\n",
      "          [-3.8171e-05, -3.8310e-05,  1.3159e-05,  ...,  1.9520e-05,\n",
      "            2.8802e-05,  3.0211e-05],\n",
      "          [ 2.5189e-05,  3.3239e-05,  9.0697e-05,  ...,  7.3409e-05,\n",
      "            4.0279e-05,  2.9331e-05],\n",
      "          ...,\n",
      "          [-3.0777e-06, -2.5796e-05, -2.0428e-05,  ...,  2.3578e-05,\n",
      "           -2.5464e-05, -1.7948e-05],\n",
      "          [ 6.9460e-06,  9.0773e-06, -9.6483e-06,  ..., -1.1626e-05,\n",
      "           -2.3935e-05, -2.0319e-05],\n",
      "          [-2.5230e-05, -2.5875e-05, -4.2298e-05,  ..., -2.1081e-05,\n",
      "           -2.7104e-05, -2.1702e-05]],\n",
      "\n",
      "         [[-8.6747e-06, -6.7521e-05, -5.2084e-05,  ..., -1.7877e-06,\n",
      "           -2.3226e-06,  2.7015e-05],\n",
      "          [ 2.8523e-06, -5.1797e-05, -1.8402e-05,  ...,  5.7031e-05,\n",
      "            4.0695e-05,  3.0742e-05],\n",
      "          [-7.1427e-05, -5.4290e-05, -3.3238e-05,  ..., -6.6549e-06,\n",
      "            2.6882e-05,  3.1997e-05],\n",
      "          ...,\n",
      "          [-5.5753e-05, -1.8974e-05, -3.4792e-05,  ...,  2.9715e-05,\n",
      "            3.9257e-05,  6.0744e-05],\n",
      "          [-2.1583e-05, -6.5061e-06, -5.9264e-06,  ...,  2.5812e-05,\n",
      "            4.4254e-05,  3.0734e-05],\n",
      "          [ 8.5669e-08,  1.6339e-05,  9.9767e-07,  ...,  2.7059e-05,\n",
      "            3.0560e-05,  1.7297e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.1000e-05,  4.0364e-05,  3.8766e-05,  ...,  2.7044e-05,\n",
      "            3.4083e-06,  2.5577e-05],\n",
      "          [ 2.4897e-05,  7.4274e-05,  8.2033e-05,  ...,  7.5252e-05,\n",
      "            2.9700e-05,  3.4417e-05],\n",
      "          [ 7.7876e-05,  1.2382e-04,  1.2473e-04,  ...,  5.8840e-05,\n",
      "            4.8159e-05,  4.2913e-05],\n",
      "          ...,\n",
      "          [ 6.0652e-05,  8.2035e-05,  6.5222e-05,  ...,  8.4863e-05,\n",
      "            5.6041e-05,  6.0098e-05],\n",
      "          [ 4.9577e-05,  5.8963e-05,  9.0678e-05,  ...,  9.2979e-05,\n",
      "            4.5679e-05,  4.7860e-05],\n",
      "          [ 4.9050e-05,  5.9033e-05,  8.9875e-05,  ...,  6.3308e-05,\n",
      "            4.0783e-05,  3.1185e-05]],\n",
      "\n",
      "         [[ 4.7670e-06,  2.8685e-06,  5.3215e-06,  ...,  5.0081e-05,\n",
      "            6.7231e-05,  1.4582e-05],\n",
      "          [-1.3842e-05, -1.2439e-05,  4.9135e-06,  ...,  4.9581e-05,\n",
      "            7.7563e-05,  3.9403e-05],\n",
      "          [ 4.2928e-05,  6.1479e-05,  9.0211e-05,  ...,  9.5289e-05,\n",
      "            8.6159e-05,  2.8009e-05],\n",
      "          ...,\n",
      "          [ 2.7301e-05,  1.6179e-05, -1.3545e-05,  ..., -5.6759e-05,\n",
      "            9.0475e-06, -4.3447e-06],\n",
      "          [ 2.8820e-05,  2.3612e-05, -1.0174e-05,  ..., -3.3933e-05,\n",
      "           -2.6271e-05, -1.9290e-05],\n",
      "          [-9.1525e-07, -3.5593e-08, -1.9748e-05,  ...,  6.6166e-06,\n",
      "           -2.2779e-05,  7.4447e-06]],\n",
      "\n",
      "         [[-1.3456e-05, -4.6393e-05, -4.1061e-05,  ..., -1.2530e-05,\n",
      "            3.6943e-06, -2.3189e-06],\n",
      "          [ 9.7425e-06, -3.2470e-05, -3.9372e-05,  ..., -1.6509e-05,\n",
      "           -3.5896e-05, -2.8709e-05],\n",
      "          [ 3.0180e-05,  2.1233e-05, -3.4664e-05,  ..., -6.1717e-05,\n",
      "           -5.2048e-05, -2.2684e-05],\n",
      "          ...,\n",
      "          [-1.1362e-06,  1.3683e-06, -5.4181e-06,  ..., -2.8780e-05,\n",
      "           -6.3926e-05, -3.1331e-05],\n",
      "          [-1.9475e-06,  2.7842e-06, -2.6427e-05,  ..., -6.9030e-05,\n",
      "           -5.8519e-05, -6.1460e-05],\n",
      "          [-2.7589e-05,  9.6122e-06, -4.1611e-05,  ..., -3.4468e-05,\n",
      "           -1.3939e-05, -1.3326e-05]]],\n",
      "\n",
      "\n",
      "        [[[-1.9766e-05, -2.8495e-05, -5.8246e-05,  ..., -2.9498e-05,\n",
      "           -4.8161e-05, -3.1941e-05],\n",
      "          [ 2.1372e-05, -1.0416e-05, -2.8385e-05,  ...,  2.9037e-07,\n",
      "           -2.2898e-05, -4.8006e-06],\n",
      "          [ 1.2801e-05, -1.2832e-05, -3.8467e-05,  ..., -3.3316e-05,\n",
      "           -2.6288e-05, -8.3896e-06],\n",
      "          ...,\n",
      "          [ 1.1564e-05, -7.6156e-06,  1.3089e-06,  ..., -2.1100e-05,\n",
      "           -1.6026e-06, -1.7290e-05],\n",
      "          [ 1.0870e-05,  1.1609e-05,  2.0283e-05,  ..., -2.9303e-05,\n",
      "           -4.7486e-05, -3.7628e-05],\n",
      "          [-2.5181e-05, -3.1300e-06,  4.2524e-06,  ..., -1.1079e-05,\n",
      "           -4.2560e-05, -2.2895e-05]],\n",
      "\n",
      "         [[-1.6523e-05,  1.0257e-05,  2.4582e-05,  ...,  5.5042e-05,\n",
      "            5.5227e-05,  4.6290e-05],\n",
      "          [-6.3051e-06, -7.1537e-06,  3.4695e-05,  ...,  3.0890e-05,\n",
      "            4.7206e-05,  3.2286e-05],\n",
      "          [ 4.2852e-05,  4.0135e-05,  8.8764e-05,  ...,  5.8221e-05,\n",
      "            4.3141e-05,  1.4296e-05],\n",
      "          ...,\n",
      "          [-7.3947e-06, -1.2018e-05, -1.6976e-05,  ..., -5.7852e-06,\n",
      "           -4.1894e-05, -2.1610e-05],\n",
      "          [-1.2466e-06,  1.7504e-06, -3.2626e-05,  ..., -1.8948e-05,\n",
      "           -5.5555e-05, -2.7733e-05],\n",
      "          [-3.1774e-05, -1.7006e-05, -5.1674e-05,  ..., -1.8465e-05,\n",
      "           -4.2851e-05, -3.8017e-05]],\n",
      "\n",
      "         [[-1.0673e-05, -5.1597e-05, -5.7555e-05,  ...,  1.6794e-05,\n",
      "           -7.4924e-06,  7.3110e-06],\n",
      "          [ 1.1576e-05, -2.4009e-05, -4.4443e-05,  ...,  4.3108e-05,\n",
      "            2.7595e-05,  1.4913e-05],\n",
      "          [-4.9067e-05, -6.2045e-05, -7.6338e-05,  ...,  3.3073e-06,\n",
      "            2.4994e-05,  2.9734e-05],\n",
      "          ...,\n",
      "          [-5.7593e-05, -1.0838e-05, -1.3307e-05,  ...,  4.3916e-05,\n",
      "            6.4932e-05,  4.5993e-05],\n",
      "          [-4.3614e-05, -1.5898e-05,  1.4403e-05,  ...,  4.4170e-05,\n",
      "            6.0649e-05,  3.9460e-05],\n",
      "          [ 3.7148e-06,  1.3344e-05,  1.2006e-05,  ...,  3.9762e-05,\n",
      "            4.1624e-05,  3.0447e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.1830e-05,  3.8605e-05,  3.8020e-05,  ...,  3.2327e-05,\n",
      "           -2.0075e-06,  2.7483e-05],\n",
      "          [ 4.3513e-05,  6.1434e-05,  5.9710e-05,  ...,  7.4310e-05,\n",
      "            5.1809e-05,  3.6847e-05],\n",
      "          [ 8.4146e-05,  1.2197e-04,  1.3015e-04,  ...,  4.3427e-05,\n",
      "            5.7858e-05,  4.0103e-05],\n",
      "          ...,\n",
      "          [ 5.1458e-05,  4.5999e-05,  7.1655e-05,  ...,  1.3044e-04,\n",
      "            8.4373e-05,  7.1390e-05],\n",
      "          [ 5.6641e-05,  6.0443e-05,  7.9759e-05,  ...,  9.2779e-05,\n",
      "            6.4248e-05,  5.9434e-05],\n",
      "          [ 4.1312e-05,  5.4730e-05,  9.2466e-05,  ...,  8.9053e-05,\n",
      "            6.3343e-05,  4.3079e-05]],\n",
      "\n",
      "         [[ 1.8032e-05, -3.9722e-06,  1.7607e-05,  ...,  3.5344e-05,\n",
      "            6.5247e-05,  1.8598e-05],\n",
      "          [-4.1761e-06, -9.8469e-06,  1.7858e-05,  ...,  5.5755e-05,\n",
      "            8.1618e-05,  3.2988e-05],\n",
      "          [ 5.8281e-05,  7.1527e-05,  8.5556e-05,  ...,  9.6646e-05,\n",
      "            1.0107e-04,  3.6378e-05],\n",
      "          ...,\n",
      "          [ 4.6816e-05,  4.6079e-05, -5.5973e-06,  ..., -3.3990e-05,\n",
      "            1.5616e-06, -6.6428e-06],\n",
      "          [ 2.7376e-05,  3.5139e-05, -2.5466e-05,  ..., -1.3971e-05,\n",
      "           -3.3681e-05, -2.8314e-05],\n",
      "          [ 6.7547e-06, -7.2049e-06,  9.8283e-06,  ..., -1.4880e-05,\n",
      "           -1.7990e-05,  2.2060e-06]],\n",
      "\n",
      "         [[ 1.1896e-05, -1.3570e-05, -2.2434e-05,  ..., -1.7197e-05,\n",
      "            1.5843e-05, -3.7584e-06],\n",
      "          [ 2.9919e-05, -2.0991e-05, -4.0070e-05,  ..., -3.3547e-05,\n",
      "           -3.2568e-05, -4.1093e-05],\n",
      "          [ 4.9727e-05, -8.7801e-06, -4.6260e-05,  ..., -4.2612e-05,\n",
      "           -4.3414e-05, -1.7731e-05],\n",
      "          ...,\n",
      "          [ 7.1490e-07,  1.6583e-05, -1.3994e-05,  ..., -8.1482e-05,\n",
      "           -3.8126e-05, -4.3711e-05],\n",
      "          [ 5.0028e-06, -4.0441e-06, -2.9567e-05,  ..., -8.2383e-05,\n",
      "           -6.3914e-05, -4.9918e-05],\n",
      "          [-3.1888e-05, -2.4863e-05, -6.3676e-05,  ..., -3.7881e-05,\n",
      "           -4.2569e-05, -4.4292e-05]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[-8.1880e-05, -6.5231e-05, -8.7805e-05,  ..., -6.2897e-05,\n",
      "           -1.1156e-04, -7.7651e-05],\n",
      "          [-1.2050e-04, -1.0815e-04, -1.2512e-04,  ..., -6.0612e-05,\n",
      "           -1.1331e-04, -1.0152e-04],\n",
      "          [-1.3383e-04, -1.1102e-04, -1.2941e-04,  ..., -8.2964e-05,\n",
      "           -8.7059e-05, -6.5104e-05],\n",
      "          ...,\n",
      "          [-3.1056e-05, -4.7348e-05, -1.1053e-04,  ..., -9.7614e-05,\n",
      "           -7.9629e-05, -5.4828e-05],\n",
      "          [-3.4628e-05, -3.9440e-05, -9.7119e-05,  ..., -2.9249e-05,\n",
      "           -3.0919e-05, -1.9838e-05],\n",
      "          [-7.6240e-05, -1.3121e-04, -9.6585e-05,  ..., -5.4987e-05,\n",
      "           -4.2530e-05, -2.4064e-05]],\n",
      "\n",
      "         [[-3.1265e-05, -4.8736e-05, -1.1904e-05,  ..., -1.5056e-05,\n",
      "            1.5606e-05,  1.2910e-05],\n",
      "          [ 3.6101e-05, -5.7487e-05, -2.5391e-05,  ...,  4.3926e-05,\n",
      "            5.0352e-05,  2.6426e-05],\n",
      "          [ 3.2452e-05, -6.3669e-05, -3.8177e-05,  ..., -1.4331e-05,\n",
      "           -5.3510e-06, -1.7915e-05],\n",
      "          ...,\n",
      "          [-2.2677e-06, -2.9517e-05, -4.8124e-05,  ..., -1.6219e-06,\n",
      "            8.2466e-06,  1.3168e-05],\n",
      "          [-1.7433e-05, -4.2993e-05, -2.4221e-05,  ..., -9.2506e-06,\n",
      "           -1.4201e-05, -1.5088e-05],\n",
      "          [-3.2030e-06,  1.3415e-06, -9.2825e-06,  ..., -1.2086e-05,\n",
      "            6.7204e-06, -3.9814e-08]],\n",
      "\n",
      "         [[ 2.8317e-05,  7.9716e-05,  4.4489e-05,  ...,  8.6803e-05,\n",
      "            8.9698e-05,  4.2538e-05],\n",
      "          [ 3.7242e-07,  5.3537e-05,  4.0559e-05,  ...,  1.3412e-04,\n",
      "            1.6124e-04,  7.0177e-05],\n",
      "          [-1.8074e-05,  2.2491e-05,  3.6172e-06,  ...,  7.3534e-05,\n",
      "            8.2391e-05,  4.4556e-06],\n",
      "          ...,\n",
      "          [-2.3903e-05, -6.2626e-05, -9.9661e-05,  ...,  2.8983e-05,\n",
      "            2.8736e-05,  2.5985e-05],\n",
      "          [ 1.4510e-05, -4.6696e-05, -5.7897e-05,  ..., -2.2260e-05,\n",
      "            2.1829e-05, -1.9118e-06],\n",
      "          [-1.2424e-05, -1.0528e-04, -9.7150e-05,  ..., -3.6445e-05,\n",
      "           -1.2653e-05,  1.1981e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 1.2010e-04,  1.2542e-04,  1.3221e-04,  ...,  7.8914e-05,\n",
      "            4.2276e-05,  4.7977e-05],\n",
      "          [ 1.0876e-04,  1.0777e-04,  8.9774e-05,  ...,  3.7915e-05,\n",
      "            8.1035e-05,  6.2211e-05],\n",
      "          [ 6.8057e-05,  7.5365e-05,  1.6719e-04,  ...,  1.1840e-04,\n",
      "            8.0160e-05,  1.5659e-05],\n",
      "          ...,\n",
      "          [ 2.5736e-05,  1.5586e-05, -8.3490e-06,  ...,  9.1935e-05,\n",
      "            7.5766e-05,  2.0986e-05],\n",
      "          [ 7.9474e-05,  3.3149e-05,  4.0267e-05,  ...,  5.4334e-05,\n",
      "            6.4776e-05,  2.3067e-05],\n",
      "          [ 4.8040e-05,  1.4820e-05,  9.5382e-06,  ...,  5.1980e-05,\n",
      "            3.8720e-05,  3.7743e-05]],\n",
      "\n",
      "         [[ 5.6925e-06,  5.6511e-05,  4.2281e-05,  ..., -1.7599e-05,\n",
      "            7.0344e-06,  1.5825e-05],\n",
      "          [ 4.4106e-05,  8.2008e-05,  4.7828e-05,  ...,  3.6646e-05,\n",
      "            1.9415e-05,  2.0226e-05],\n",
      "          [ 4.6662e-05,  8.0058e-05,  5.3328e-05,  ...,  1.3063e-05,\n",
      "            4.0209e-05,  3.1764e-05],\n",
      "          ...,\n",
      "          [-6.2145e-06,  1.9928e-06,  6.1258e-05,  ..., -3.0161e-05,\n",
      "           -8.3459e-06,  2.6357e-05],\n",
      "          [ 1.1445e-05,  1.0411e-05,  1.5650e-05,  ..., -2.2438e-05,\n",
      "           -1.4486e-05,  1.8989e-05],\n",
      "          [ 1.8928e-05,  4.8229e-05,  3.8790e-05,  ..., -4.7929e-06,\n",
      "            1.1842e-05,  3.6146e-06]],\n",
      "\n",
      "         [[-9.3282e-05, -7.4039e-05, -7.5923e-05,  ..., -1.2267e-04,\n",
      "           -9.0320e-05, -7.0217e-05],\n",
      "          [-1.1382e-04, -8.6597e-05, -1.1642e-04,  ..., -9.9940e-05,\n",
      "           -5.6692e-05, -4.9513e-05],\n",
      "          [-1.0621e-04, -6.2973e-05, -1.1139e-04,  ..., -9.5655e-05,\n",
      "           -6.0855e-05, -6.3825e-05],\n",
      "          ...,\n",
      "          [-5.7389e-05, -7.5457e-05, -1.9247e-04,  ..., -1.6832e-04,\n",
      "           -7.1901e-05, -5.5729e-05],\n",
      "          [-7.9778e-05, -9.4030e-05, -1.8474e-04,  ..., -8.0663e-05,\n",
      "           -5.5965e-05, -4.4642e-05],\n",
      "          [-7.6164e-05, -1.0062e-04, -1.4314e-04,  ..., -1.0856e-04,\n",
      "           -6.5853e-05, -6.2867e-05]]],\n",
      "\n",
      "\n",
      "        [[[-7.2818e-05, -6.4123e-05, -9.4451e-05,  ..., -6.4254e-05,\n",
      "           -1.0645e-04, -6.5220e-05],\n",
      "          [-1.1852e-04, -9.0078e-05, -1.1163e-04,  ..., -7.6699e-05,\n",
      "           -1.2802e-04, -1.0360e-04],\n",
      "          [-1.1855e-04, -1.1480e-04, -1.4611e-04,  ..., -8.1499e-05,\n",
      "           -1.1863e-04, -8.7308e-05],\n",
      "          ...,\n",
      "          [-5.0991e-05, -6.8926e-05, -1.3645e-04,  ..., -1.2005e-04,\n",
      "           -8.5048e-05, -4.7946e-05],\n",
      "          [-4.2297e-05, -3.0667e-05, -8.0337e-05,  ..., -6.4134e-05,\n",
      "           -1.9128e-05, -8.0073e-06],\n",
      "          [-9.0845e-05, -1.2020e-04, -1.1403e-04,  ..., -9.1799e-05,\n",
      "           -3.0655e-05, -1.4247e-05]],\n",
      "\n",
      "         [[-1.3875e-05, -4.8082e-05, -3.6037e-05,  ..., -2.1345e-05,\n",
      "            2.9097e-07, -1.9820e-05],\n",
      "          [ 1.5758e-05, -6.3223e-05, -2.2541e-05,  ...,  3.3867e-05,\n",
      "            4.9301e-05,  3.3973e-05],\n",
      "          [-2.2933e-05, -5.3792e-05, -1.4167e-06,  ...,  1.5505e-06,\n",
      "            4.5981e-06, -3.3205e-05],\n",
      "          ...,\n",
      "          [-1.8919e-06, -2.8825e-05, -3.2583e-05,  ..., -7.8700e-06,\n",
      "            1.6143e-05,  2.1899e-05],\n",
      "          [-1.0491e-05, -4.0465e-05, -3.2612e-05,  ..., -2.5928e-05,\n",
      "           -1.4224e-05, -6.5388e-06],\n",
      "          [-4.6770e-06, -1.5787e-06,  8.8380e-06,  ..., -4.7504e-07,\n",
      "            1.0105e-06, -1.3159e-05]],\n",
      "\n",
      "         [[ 2.1290e-05,  8.3415e-05,  6.8454e-05,  ...,  7.2285e-05,\n",
      "            1.0175e-04,  6.3893e-05],\n",
      "          [-2.2447e-05,  3.9025e-05,  6.1915e-05,  ...,  1.4984e-04,\n",
      "            1.7174e-04,  1.0633e-04],\n",
      "          [-3.2650e-05, -2.4759e-05, -3.4339e-08,  ...,  4.3169e-05,\n",
      "            9.8422e-05,  5.5948e-06],\n",
      "          ...,\n",
      "          [-4.2420e-05, -6.8508e-05, -1.0690e-04,  ...,  6.0827e-05,\n",
      "            4.3696e-05,  3.0985e-05],\n",
      "          [-1.0020e-05, -6.1061e-05, -5.9054e-05,  ..., -1.6693e-05,\n",
      "           -4.7599e-06, -4.8411e-06],\n",
      "          [-2.1718e-05, -1.1520e-04, -9.7072e-05,  ..., -3.7023e-05,\n",
      "            1.5712e-05,  1.6321e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 1.1080e-04,  1.0833e-04,  1.1780e-04,  ...,  5.9419e-05,\n",
      "            5.6287e-05,  5.4140e-05],\n",
      "          [ 1.0418e-04,  5.8587e-05,  8.7875e-05,  ...,  6.3777e-05,\n",
      "            9.2592e-05,  6.9565e-05],\n",
      "          [ 4.7255e-05,  5.5536e-05,  1.7164e-04,  ...,  8.9067e-05,\n",
      "            1.1359e-04,  1.5751e-05],\n",
      "          ...,\n",
      "          [ 1.0596e-05,  1.7266e-05,  2.5353e-05,  ...,  8.2487e-05,\n",
      "            8.1305e-05,  4.6776e-05],\n",
      "          [ 4.8172e-05,  3.3815e-05,  2.3859e-05,  ...,  6.8484e-05,\n",
      "            6.3394e-05,  4.2638e-05],\n",
      "          [ 3.2490e-05,  9.2927e-06,  1.0186e-05,  ...,  5.2964e-05,\n",
      "            3.2419e-05,  3.3041e-05]],\n",
      "\n",
      "         [[ 1.5017e-05,  6.6991e-05,  4.1534e-05,  ..., -1.3566e-05,\n",
      "           -9.6010e-06,  1.8947e-05],\n",
      "          [ 5.5109e-05,  8.3510e-05,  6.4453e-05,  ...,  3.2757e-05,\n",
      "           -1.5239e-06,  1.8278e-05],\n",
      "          [ 3.4253e-05,  9.1232e-05,  6.5910e-05,  ...,  5.5574e-06,\n",
      "            1.3286e-05,  3.9257e-05],\n",
      "          ...,\n",
      "          [-1.6607e-05,  2.8321e-06,  3.9418e-05,  ..., -1.0310e-05,\n",
      "           -1.6304e-05,  1.3022e-05],\n",
      "          [-4.5014e-06,  1.8099e-05,  2.0308e-05,  ...,  4.1971e-07,\n",
      "           -7.6774e-06,  1.1305e-05],\n",
      "          [-1.1065e-07,  3.2575e-05,  3.7543e-05,  ..., -1.5244e-05,\n",
      "            8.5381e-06,  1.6210e-05]],\n",
      "\n",
      "         [[-8.1705e-05, -8.0101e-05, -8.7628e-05,  ..., -9.3492e-05,\n",
      "           -9.5057e-05, -6.8706e-05],\n",
      "          [-7.3927e-05, -7.6927e-05, -9.9885e-05,  ..., -1.0061e-04,\n",
      "           -6.3684e-05, -3.5258e-05],\n",
      "          [-6.8636e-05, -7.5768e-05, -1.1256e-04,  ..., -8.9664e-05,\n",
      "           -6.6490e-05, -7.1182e-05],\n",
      "          ...,\n",
      "          [-4.7590e-05, -9.4545e-05, -1.8758e-04,  ..., -1.3695e-04,\n",
      "           -7.8615e-05, -4.9236e-05],\n",
      "          [-5.9747e-05, -1.2744e-04, -1.7493e-04,  ..., -1.0797e-04,\n",
      "           -5.1123e-05, -4.7879e-05],\n",
      "          [-6.9474e-05, -8.9536e-05, -1.5336e-04,  ..., -9.6913e-05,\n",
      "           -5.5779e-05, -4.0826e-05]]]], grad_fn=<MkldnnConvolutionBackward>)), [tensor([[[[-9.8893e-07, -7.7028e-05, -1.3441e-04,  ..., -8.1102e-05,\n",
      "           -1.2528e-04, -8.5728e-05],\n",
      "          [-7.5371e-06, -8.8812e-05, -1.7628e-04,  ..., -8.0725e-05,\n",
      "           -1.6206e-04, -9.0574e-05],\n",
      "          [-1.9284e-05, -1.4696e-04, -1.3916e-04,  ..., -1.3207e-04,\n",
      "           -1.1799e-04, -1.0368e-04],\n",
      "          ...,\n",
      "          [-2.0148e-05, -8.0291e-05, -9.1001e-05,  ..., -8.8993e-05,\n",
      "           -1.1397e-04, -9.0141e-05],\n",
      "          [-5.8702e-06, -8.3712e-05, -9.2374e-05,  ..., -9.4153e-05,\n",
      "           -1.1153e-04, -6.8992e-05],\n",
      "          [ 2.7950e-05, -4.1728e-05, -6.4706e-05,  ..., -8.4555e-05,\n",
      "           -5.4255e-05, -7.3164e-05]],\n",
      "\n",
      "         [[ 6.0479e-05,  9.3335e-05,  8.6753e-05,  ...,  8.4997e-05,\n",
      "            1.3953e-05, -5.1175e-06],\n",
      "          [ 1.0109e-04,  7.1697e-05,  6.3710e-05,  ...,  6.4474e-05,\n",
      "           -1.7187e-05, -6.0842e-05],\n",
      "          [ 1.4682e-04,  5.0112e-05,  8.5714e-05,  ...,  5.3605e-05,\n",
      "           -3.0983e-06, -4.4502e-05],\n",
      "          ...,\n",
      "          [ 1.1552e-04,  7.4083e-05,  3.7977e-05,  ...,  5.1689e-05,\n",
      "            2.4093e-05, -2.5355e-05],\n",
      "          [ 1.1066e-04,  8.1911e-05,  7.6011e-05,  ...,  8.1926e-05,\n",
      "            4.5909e-05, -1.2328e-05],\n",
      "          [ 6.7602e-05,  7.4090e-05,  3.4779e-05,  ...,  3.8314e-05,\n",
      "            2.0953e-05, -2.1917e-05]],\n",
      "\n",
      "         [[ 8.2447e-05,  6.5640e-05,  8.3335e-05,  ...,  7.8052e-05,\n",
      "            7.5815e-06,  6.2331e-06],\n",
      "          [ 7.8777e-05,  7.7337e-05,  1.3340e-04,  ...,  9.5128e-05,\n",
      "            5.2791e-05,  4.2742e-05],\n",
      "          [ 7.6147e-05,  5.1174e-05,  8.6447e-05,  ...,  6.6022e-05,\n",
      "            1.8747e-05,  3.7823e-05],\n",
      "          ...,\n",
      "          [ 8.4377e-05,  4.5157e-05,  5.7165e-05,  ...,  4.6822e-05,\n",
      "            2.6236e-05,  5.8028e-06],\n",
      "          [ 8.3426e-05,  3.3324e-05,  6.9271e-05,  ...,  5.0274e-05,\n",
      "            1.5477e-05,  3.1522e-05],\n",
      "          [ 7.1211e-05,  8.1762e-05,  8.5214e-05,  ...,  7.2440e-05,\n",
      "            1.0477e-04,  6.4498e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-9.6680e-05, -1.1797e-04, -1.1431e-04,  ..., -7.0166e-05,\n",
      "           -4.9429e-05, -4.9292e-05],\n",
      "          [-9.1643e-05, -1.5620e-04, -1.8685e-04,  ..., -1.3598e-04,\n",
      "           -1.4292e-04, -8.7212e-05],\n",
      "          [-8.9999e-05, -1.3626e-04, -1.7327e-04,  ..., -1.4009e-04,\n",
      "           -1.0112e-04, -7.7956e-05],\n",
      "          ...,\n",
      "          [-1.0576e-04, -9.3663e-05, -1.2954e-04,  ..., -8.2488e-05,\n",
      "           -7.0656e-05, -5.4164e-05],\n",
      "          [-7.2492e-05, -1.3633e-04, -1.7425e-04,  ..., -9.8534e-05,\n",
      "           -7.9426e-05, -6.4135e-05],\n",
      "          [-3.8613e-05, -7.5852e-05, -8.3310e-05,  ..., -3.8770e-05,\n",
      "           -5.9152e-05, -5.2177e-05]],\n",
      "\n",
      "         [[ 1.9254e-05,  1.3521e-05, -2.8553e-05,  ...,  2.4285e-06,\n",
      "           -5.8998e-05, -5.1397e-05],\n",
      "          [-3.0889e-05, -4.6347e-05, -1.0731e-04,  ..., -4.1665e-05,\n",
      "           -1.0413e-04, -1.0243e-04],\n",
      "          [-1.8488e-07, -3.5765e-05, -8.0319e-05,  ..., -4.0281e-05,\n",
      "           -6.1784e-05, -8.0214e-05],\n",
      "          ...,\n",
      "          [-3.9321e-05, -3.2560e-05, -6.4827e-05,  ..., -5.5730e-05,\n",
      "           -7.3197e-05, -5.9423e-05],\n",
      "          [-7.0804e-06, -5.7332e-05, -5.8498e-05,  ..., -6.4479e-05,\n",
      "           -9.1261e-05, -5.7275e-05],\n",
      "          [-1.7123e-05, -1.1706e-05, -7.0397e-06,  ..., -3.6882e-05,\n",
      "            2.2805e-05, -5.1595e-06]],\n",
      "\n",
      "         [[ 3.8468e-05,  9.8083e-05,  9.6279e-05,  ...,  8.5474e-05,\n",
      "            1.0445e-04,  6.0593e-05],\n",
      "          [ 6.4357e-05,  5.8306e-05,  1.1075e-04,  ...,  1.0700e-04,\n",
      "            1.6293e-04,  6.8480e-05],\n",
      "          [ 1.3301e-04,  1.1368e-04,  8.1865e-05,  ...,  1.2081e-04,\n",
      "            1.6521e-04,  1.0185e-04],\n",
      "          ...,\n",
      "          [ 7.0151e-05,  1.2565e-04,  8.6258e-05,  ...,  1.0212e-04,\n",
      "            8.7223e-05,  6.8968e-05],\n",
      "          [ 6.9436e-05,  1.1980e-04,  8.7865e-05,  ...,  8.4225e-05,\n",
      "            1.2028e-04,  8.2538e-05],\n",
      "          [ 2.7409e-05,  5.3224e-05,  9.4819e-05,  ...,  1.0031e-04,\n",
      "            6.7064e-05,  4.8807e-05]]],\n",
      "\n",
      "\n",
      "        [[[ 9.0146e-07, -6.1708e-05, -9.8003e-05,  ..., -1.0385e-04,\n",
      "           -1.3552e-04, -9.4002e-05],\n",
      "          [-4.8449e-06, -4.9897e-05, -1.6126e-04,  ..., -8.9884e-05,\n",
      "           -1.5990e-04, -8.2149e-05],\n",
      "          [-1.5552e-05, -1.0874e-04, -9.4226e-05,  ..., -9.1289e-05,\n",
      "           -1.2870e-04, -1.1251e-04],\n",
      "          ...,\n",
      "          [-6.8254e-07, -1.0001e-04, -1.3133e-04,  ..., -1.2180e-04,\n",
      "           -1.0205e-04, -6.5744e-05],\n",
      "          [ 3.6855e-06, -8.7091e-05, -5.7617e-05,  ..., -1.0952e-04,\n",
      "           -1.5330e-04, -7.8264e-05],\n",
      "          [-5.3199e-06, -4.3595e-05, -4.2071e-05,  ..., -7.0858e-05,\n",
      "           -7.0336e-05, -7.6580e-05]],\n",
      "\n",
      "         [[ 4.9330e-05,  1.0073e-04,  8.7794e-05,  ...,  9.0378e-05,\n",
      "            2.0849e-06, -1.5168e-05],\n",
      "          [ 9.5000e-05,  8.4803e-05,  1.5478e-05,  ...,  6.8906e-05,\n",
      "            1.4205e-05, -4.7415e-05],\n",
      "          [ 1.5426e-04,  5.6777e-05,  3.4236e-05,  ...,  5.4468e-05,\n",
      "            3.9611e-05, -5.0450e-05],\n",
      "          ...,\n",
      "          [ 1.1659e-04,  4.3519e-05,  3.3613e-05,  ...,  5.8114e-05,\n",
      "            2.6896e-05, -2.8804e-05],\n",
      "          [ 1.0671e-04,  7.5201e-05,  7.3148e-05,  ...,  7.4867e-05,\n",
      "            1.2469e-05, -1.9850e-05],\n",
      "          [ 6.1353e-05,  3.8937e-05,  4.3303e-05,  ...,  5.1265e-05,\n",
      "            2.7879e-05, -1.7208e-05]],\n",
      "\n",
      "         [[ 7.3711e-05,  5.7131e-05,  5.1623e-05,  ...,  6.4083e-05,\n",
      "            1.4507e-05, -1.7816e-05],\n",
      "          [ 9.2769e-05,  7.5177e-05,  1.2233e-04,  ...,  1.1020e-04,\n",
      "            2.6011e-05,  2.9439e-05],\n",
      "          [ 9.3155e-05,  4.2379e-05,  7.8127e-05,  ...,  7.9958e-05,\n",
      "            2.9671e-05,  1.6904e-05],\n",
      "          ...,\n",
      "          [ 8.0840e-05,  2.9993e-05,  6.1933e-05,  ...,  6.7231e-05,\n",
      "            4.0105e-05,  2.9992e-05],\n",
      "          [ 7.3076e-05,  1.8889e-05,  4.5504e-05,  ...,  4.2591e-05,\n",
      "            2.1159e-05,  2.1190e-05],\n",
      "          [ 6.5116e-05,  7.3088e-05,  6.2154e-05,  ...,  9.3775e-05,\n",
      "            1.0168e-04,  6.3962e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-9.6330e-05, -1.0928e-04, -9.8055e-05,  ..., -1.0596e-04,\n",
      "           -8.3304e-05, -5.6531e-05],\n",
      "          [-8.8888e-05, -1.3105e-04, -1.2220e-04,  ..., -1.5050e-04,\n",
      "           -1.7250e-04, -7.8579e-05],\n",
      "          [-1.1586e-04, -1.3404e-04, -1.5670e-04,  ..., -1.0333e-04,\n",
      "           -1.0953e-04, -7.1922e-05],\n",
      "          ...,\n",
      "          [-9.0467e-05, -9.1602e-05, -1.0525e-04,  ..., -9.0779e-05,\n",
      "           -9.0142e-05, -4.3197e-05],\n",
      "          [-5.4042e-05, -1.4720e-04, -1.1352e-04,  ..., -1.4012e-04,\n",
      "           -1.1262e-04, -6.7955e-05],\n",
      "          [-1.8115e-05, -5.6602e-05, -7.6595e-05,  ..., -5.7358e-05,\n",
      "           -9.5823e-05, -5.0732e-05]],\n",
      "\n",
      "         [[-1.4086e-06,  1.5854e-05, -2.6968e-05,  ...,  2.3924e-05,\n",
      "           -7.0358e-05, -6.3658e-05],\n",
      "          [ 4.7927e-06, -7.6407e-05, -1.1197e-04,  ..., -5.3916e-05,\n",
      "           -1.1354e-04, -1.1087e-04],\n",
      "          [-1.6888e-05, -4.7885e-05, -6.7944e-05,  ..., -4.1042e-05,\n",
      "           -6.3001e-05, -8.3040e-05],\n",
      "          ...,\n",
      "          [-3.1469e-05, -3.3781e-05, -3.5741e-06,  ..., -3.3150e-05,\n",
      "           -4.6829e-05, -6.8423e-05],\n",
      "          [-9.5201e-06, -4.4323e-05, -1.6010e-05,  ..., -6.2306e-05,\n",
      "           -6.9268e-05, -6.7185e-05],\n",
      "          [-2.5620e-05, -3.1541e-06, -3.5321e-07,  ..., -3.9978e-05,\n",
      "            1.3118e-05, -3.4018e-05]],\n",
      "\n",
      "         [[ 2.7115e-05,  9.3336e-05,  8.0736e-05,  ...,  9.8447e-05,\n",
      "            1.2377e-04,  7.8784e-05],\n",
      "          [ 4.2354e-05,  6.8865e-05,  8.8472e-05,  ...,  1.0553e-04,\n",
      "            1.7315e-04,  5.3463e-05],\n",
      "          [ 1.4267e-04,  1.0692e-04,  8.0954e-05,  ...,  1.3899e-04,\n",
      "            1.6376e-04,  1.0324e-04],\n",
      "          ...,\n",
      "          [ 3.7198e-05,  1.3176e-04,  1.0090e-04,  ...,  9.4270e-05,\n",
      "            8.4971e-05,  7.9967e-05],\n",
      "          [ 7.3231e-05,  9.5807e-05,  1.0566e-04,  ...,  7.4547e-05,\n",
      "            1.2543e-04,  7.7868e-05],\n",
      "          [ 4.3325e-05,  5.3661e-05,  1.0168e-04,  ...,  1.3456e-04,\n",
      "            7.1050e-05,  4.5402e-05]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[ 1.5727e-05,  4.3589e-06,  6.3777e-06,  ...,  1.4575e-05,\n",
      "            2.0580e-05, -2.5839e-06],\n",
      "          [-1.8602e-06, -2.1892e-06,  2.4237e-05,  ...,  2.3095e-05,\n",
      "            2.7285e-05,  8.6572e-06],\n",
      "          [ 2.5857e-05,  4.9503e-05,  2.4497e-05,  ...,  6.0482e-05,\n",
      "            4.8976e-05, -6.3616e-06],\n",
      "          ...,\n",
      "          [ 3.4846e-05, -2.0267e-05, -1.8209e-06,  ...,  3.7599e-05,\n",
      "            1.6960e-05,  6.0814e-06],\n",
      "          [-7.6434e-06,  2.5550e-05,  2.2300e-05,  ...,  2.3659e-05,\n",
      "           -1.7818e-05,  1.6128e-05],\n",
      "          [ 1.5927e-05,  3.0188e-05,  4.5010e-05,  ...,  1.5079e-05,\n",
      "            1.6338e-05,  3.8948e-05]],\n",
      "\n",
      "         [[-3.0938e-05, -4.8735e-05, -4.2865e-05,  ..., -8.3207e-05,\n",
      "           -2.5950e-05, -2.0697e-05],\n",
      "          [-3.4557e-05, -6.6280e-05, -9.3006e-05,  ..., -7.7631e-05,\n",
      "           -6.0898e-05, -5.7472e-05],\n",
      "          [-2.3888e-05, -5.0785e-05, -3.3291e-05,  ..., -2.9413e-05,\n",
      "           -6.0814e-06, -4.1098e-05],\n",
      "          ...,\n",
      "          [ 1.9226e-05, -3.7984e-05, -4.0081e-05,  ..., -2.8178e-05,\n",
      "           -3.0508e-05, -3.3409e-05],\n",
      "          [-3.2867e-05, -7.3496e-06, -1.6008e-05,  ..., -9.7430e-06,\n",
      "           -3.1540e-05, -1.6982e-05],\n",
      "          [-3.7606e-05, -5.7213e-05, -5.8415e-05,  ..., -4.4132e-05,\n",
      "           -4.1145e-05, -7.8320e-06]],\n",
      "\n",
      "         [[-1.3746e-05, -6.2131e-06, -1.6376e-05,  ..., -1.8092e-05,\n",
      "           -1.5468e-05, -3.0013e-06],\n",
      "          [ 2.1117e-05, -1.9107e-05, -3.2099e-05,  ..., -2.6126e-05,\n",
      "            1.1346e-05,  6.4707e-07],\n",
      "          [-1.4571e-05, -6.1290e-05, -1.5437e-05,  ..., -2.0813e-05,\n",
      "            2.4823e-05,  7.9731e-06],\n",
      "          ...,\n",
      "          [-4.4212e-05, -3.5908e-05, -1.4647e-06,  ..., -1.7495e-05,\n",
      "            3.4392e-05,  1.5410e-05],\n",
      "          [-5.2752e-06, -1.6281e-05, -3.3346e-06,  ...,  1.6333e-05,\n",
      "            2.9490e-05, -1.8154e-05],\n",
      "          [-1.8826e-06,  5.9510e-06, -1.3321e-05,  ...,  2.1132e-05,\n",
      "            5.2261e-05, -2.0163e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-3.6522e-05, -5.5604e-05, -4.8706e-05,  ..., -8.3568e-05,\n",
      "           -5.1435e-05, -5.2231e-05],\n",
      "          [-3.6085e-05, -6.9315e-05, -7.9017e-05,  ..., -3.0083e-05,\n",
      "           -7.0480e-05, -4.0619e-05],\n",
      "          [-5.7332e-05, -7.1612e-05, -4.6974e-05,  ..., -7.4334e-05,\n",
      "           -2.4016e-05, -3.3617e-05],\n",
      "          ...,\n",
      "          [-7.8192e-05, -1.0214e-04, -8.6300e-05,  ..., -6.5546e-05,\n",
      "           -2.7741e-05, -2.3433e-05],\n",
      "          [-5.0999e-05, -1.2216e-05, -2.5898e-05,  ..., -3.9835e-05,\n",
      "           -1.8489e-05, -8.0043e-06],\n",
      "          [-4.0624e-05, -4.8608e-05, -4.2890e-05,  ..., -3.6425e-06,\n",
      "            7.2438e-06, -5.0432e-05]],\n",
      "\n",
      "         [[-4.2165e-05, -7.3718e-05, -2.4083e-05,  ..., -6.3515e-05,\n",
      "           -3.6338e-05, -1.4923e-05],\n",
      "          [-5.5521e-05, -5.4006e-05, -5.4089e-05,  ..., -8.1537e-05,\n",
      "           -6.9598e-06, -2.5576e-05],\n",
      "          [-2.3423e-05, -4.2782e-05, -1.1126e-04,  ..., -8.4936e-05,\n",
      "           -4.9038e-05, -5.5113e-05],\n",
      "          ...,\n",
      "          [-2.6888e-05, -8.6158e-05, -5.4113e-05,  ..., -5.6116e-05,\n",
      "           -6.3978e-05, -3.7162e-05],\n",
      "          [-1.4085e-06, -5.7521e-05, -1.2484e-04,  ..., -6.3708e-05,\n",
      "           -9.8843e-05, -5.3181e-05],\n",
      "          [ 9.1616e-07, -6.1695e-05, -7.5852e-05,  ..., -6.4348e-05,\n",
      "           -7.2578e-05, -3.8932e-05]],\n",
      "\n",
      "         [[-4.8604e-05, -6.8849e-05, -3.1532e-05,  ..., -8.0220e-05,\n",
      "           -2.6810e-05, -5.0230e-05],\n",
      "          [-2.9413e-05, -1.0141e-04, -3.6485e-05,  ..., -7.4487e-05,\n",
      "           -1.0418e-04, -6.3346e-05],\n",
      "          [-5.1817e-05, -8.4147e-05, -1.1437e-04,  ..., -7.8400e-05,\n",
      "           -9.1600e-05, -8.6925e-05],\n",
      "          ...,\n",
      "          [-1.2745e-04, -1.0409e-04, -1.2742e-04,  ..., -5.3740e-05,\n",
      "           -6.6617e-05, -5.0764e-05],\n",
      "          [-7.2140e-05, -1.6041e-04, -9.2099e-05,  ..., -5.1625e-05,\n",
      "           -1.6640e-06, -4.4781e-05],\n",
      "          [-5.1360e-05, -9.2937e-05, -8.5945e-05,  ..., -8.3418e-05,\n",
      "           -6.2886e-05, -4.2812e-05]]],\n",
      "\n",
      "\n",
      "        [[[ 2.2546e-05,  8.1438e-07, -3.5035e-06,  ...,  4.4647e-05,\n",
      "            1.6540e-05,  6.1504e-06],\n",
      "          [ 5.6152e-06,  1.1352e-05, -8.6126e-06,  ...,  2.9747e-05,\n",
      "            3.1080e-05,  2.9498e-05],\n",
      "          [ 4.5874e-05,  1.3077e-05,  1.7740e-05,  ...,  4.6815e-05,\n",
      "            2.4619e-05,  2.1743e-05],\n",
      "          ...,\n",
      "          [ 9.0433e-06,  1.1921e-06,  1.2053e-05,  ...,  4.3831e-05,\n",
      "            1.2619e-05, -9.8153e-06],\n",
      "          [ 1.2002e-05,  5.6267e-08,  1.5489e-05,  ...,  2.4211e-05,\n",
      "           -9.4874e-06, -3.1503e-07],\n",
      "          [ 4.4662e-06,  2.7204e-05,  2.7099e-05,  ...,  1.0419e-05,\n",
      "            3.5214e-05,  3.1521e-05]],\n",
      "\n",
      "         [[-2.5472e-05, -4.3050e-05, -1.3158e-05,  ..., -3.8347e-05,\n",
      "           -2.3836e-05, -2.3027e-05],\n",
      "          [-2.3511e-05, -6.0918e-05, -8.3596e-05,  ..., -7.7583e-05,\n",
      "           -7.0755e-05, -8.2215e-05],\n",
      "          [-2.6878e-05, -5.6902e-05, -4.9559e-05,  ..., -3.4592e-05,\n",
      "           -2.7416e-05, -3.7109e-05],\n",
      "          ...,\n",
      "          [ 3.3664e-05, -8.4934e-06, -5.2801e-05,  ..., -3.2545e-05,\n",
      "           -2.8957e-05, -4.2524e-05],\n",
      "          [-2.7905e-05, -2.0928e-05, -1.2030e-05,  ..., -3.0133e-05,\n",
      "           -2.6321e-05, -2.9959e-05],\n",
      "          [-3.3692e-05, -4.0535e-05, -4.2314e-05,  ..., -4.7036e-05,\n",
      "           -6.0823e-05, -3.4602e-05]],\n",
      "\n",
      "         [[-3.1885e-05, -1.2129e-05,  7.1852e-06,  ..., -1.2535e-05,\n",
      "           -8.8787e-06, -4.8005e-06],\n",
      "          [ 3.4018e-06, -3.0135e-05, -3.2400e-05,  ..., -9.4063e-06,\n",
      "            2.9972e-05,  3.7574e-05],\n",
      "          [-1.7309e-05, -2.8570e-05, -1.8100e-05,  ..., -3.1642e-05,\n",
      "            3.4639e-06,  1.6426e-05],\n",
      "          ...,\n",
      "          [-4.1899e-05, -3.8369e-05, -2.3145e-05,  ...,  6.4328e-06,\n",
      "            1.6186e-06, -6.0680e-06],\n",
      "          [-8.2440e-06, -1.1666e-06,  3.1543e-06,  ...,  2.6073e-05,\n",
      "            1.5519e-05,  7.1320e-07],\n",
      "          [-3.8602e-06,  1.5394e-05,  4.7448e-06,  ...,  9.0879e-06,\n",
      "            5.6000e-05,  2.4129e-06]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-4.1783e-05, -6.0060e-05, -6.0320e-05,  ..., -5.4801e-05,\n",
      "           -5.3057e-05, -3.6400e-05],\n",
      "          [-3.5837e-05, -4.8108e-05, -6.1749e-05,  ..., -5.2911e-05,\n",
      "           -6.9333e-05, -3.9010e-05],\n",
      "          [-7.5009e-05, -6.2007e-05, -9.3279e-05,  ..., -9.0711e-05,\n",
      "           -3.7035e-05, -3.0678e-05],\n",
      "          ...,\n",
      "          [-7.4286e-05, -5.8302e-05, -6.1723e-05,  ..., -7.5500e-05,\n",
      "           -5.4377e-05, -3.8925e-05],\n",
      "          [-5.3126e-05, -2.1257e-05, -2.0473e-05,  ..., -2.4082e-05,\n",
      "           -3.0962e-05, -3.0907e-05],\n",
      "          [-3.1065e-05, -6.2313e-06, -4.1326e-05,  ..., -3.6906e-05,\n",
      "            4.9541e-06, -4.2482e-05]],\n",
      "\n",
      "         [[-1.8656e-05, -6.7538e-05,  1.8276e-06,  ..., -3.2531e-05,\n",
      "           -3.5906e-06, -2.3270e-07],\n",
      "          [-7.1731e-05, -4.4844e-05, -3.5355e-05,  ..., -6.9255e-05,\n",
      "           -4.7466e-05, -2.2728e-05],\n",
      "          [-4.0195e-05, -4.1813e-05, -9.9416e-05,  ..., -5.8439e-05,\n",
      "           -6.4187e-05, -2.1335e-05],\n",
      "          ...,\n",
      "          [-1.8813e-05, -1.0003e-04, -6.9793e-05,  ..., -5.2298e-05,\n",
      "           -3.2734e-05, -3.9937e-05],\n",
      "          [ 8.2535e-07, -8.0528e-05, -9.9328e-05,  ..., -9.8527e-05,\n",
      "           -8.7962e-05, -5.4623e-05],\n",
      "          [ 1.5906e-06, -3.5223e-05, -6.6578e-05,  ..., -6.0612e-05,\n",
      "           -8.6260e-05, -5.5935e-05]],\n",
      "\n",
      "         [[-5.5366e-05, -6.8253e-05, -5.1576e-05,  ..., -4.5583e-05,\n",
      "           -2.7409e-05, -5.5926e-05],\n",
      "          [-4.9949e-05, -6.4345e-05, -1.9351e-05,  ..., -5.1996e-05,\n",
      "           -8.7238e-05, -8.5312e-05],\n",
      "          [-3.5021e-05, -2.9651e-05, -1.0976e-04,  ..., -1.0303e-04,\n",
      "           -7.6261e-05, -7.7775e-05],\n",
      "          ...,\n",
      "          [-7.3243e-05, -9.4416e-05, -9.4486e-05,  ..., -8.5484e-05,\n",
      "           -6.1282e-05, -3.7548e-05],\n",
      "          [-6.2791e-05, -1.0253e-04, -6.5535e-05,  ..., -4.5388e-05,\n",
      "           -4.9416e-05, -6.5360e-05],\n",
      "          [-4.0295e-05, -5.7943e-05, -7.1456e-05,  ..., -8.0125e-05,\n",
      "           -5.6402e-05, -4.7839e-05]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[-1.6277e-05, -3.9908e-05, -2.4543e-05,  ...,  2.5341e-05,\n",
      "            7.2523e-06,  1.1346e-05],\n",
      "          [-2.4118e-05, -5.0155e-05, -2.7053e-05,  ...,  7.0949e-05,\n",
      "            3.7451e-05,  3.5828e-05],\n",
      "          [-6.6944e-05, -2.4407e-05, -5.3154e-05,  ...,  2.9235e-05,\n",
      "            1.8184e-05,  1.4776e-05],\n",
      "          ...,\n",
      "          [-2.7095e-05, -4.1630e-05, -1.5035e-05,  ...,  6.6876e-06,\n",
      "           -1.1389e-05,  8.2565e-06],\n",
      "          [-4.6667e-06, -1.8942e-05, -8.3547e-06,  ...,  1.1169e-05,\n",
      "           -2.0493e-05,  9.3316e-06],\n",
      "          [ 2.0998e-05,  5.8955e-07,  2.3895e-05,  ...,  3.0511e-06,\n",
      "           -2.6293e-05, -1.2392e-05]],\n",
      "\n",
      "         [[ 2.4857e-06, -2.3147e-05, -7.2928e-06,  ..., -2.1808e-06,\n",
      "            1.0444e-05, -9.2145e-06],\n",
      "          [ 1.4897e-05,  6.0789e-07, -9.1618e-06,  ..., -2.5056e-05,\n",
      "            9.8206e-06,  1.6717e-05],\n",
      "          [-2.7420e-05,  1.5248e-05, -1.9967e-05,  ...,  3.3339e-05,\n",
      "            3.2572e-05,  2.9377e-05],\n",
      "          ...,\n",
      "          [-2.6346e-05, -4.6528e-06, -2.9774e-05,  ..., -8.7918e-05,\n",
      "           -4.1912e-05, -5.6497e-06],\n",
      "          [-3.3250e-05, -3.3397e-05, -1.2253e-05,  ..., -6.1827e-06,\n",
      "           -1.5663e-05,  4.6505e-06],\n",
      "          [-5.0420e-05, -6.0939e-05, -3.1733e-05,  ...,  1.0792e-05,\n",
      "            1.4913e-05, -3.2998e-06]],\n",
      "\n",
      "         [[-1.3365e-05, -3.1060e-05,  5.8806e-07,  ...,  1.7123e-05,\n",
      "            1.3474e-05, -7.8047e-06],\n",
      "          [ 3.5942e-06,  1.0378e-05, -2.2714e-06,  ...,  3.9822e-05,\n",
      "            3.1845e-05,  9.0197e-06],\n",
      "          [ 7.1275e-09,  8.3922e-06, -2.1644e-05,  ...,  1.1869e-05,\n",
      "           -3.8265e-06,  1.3590e-05],\n",
      "          ...,\n",
      "          [ 2.8832e-05,  6.0941e-06,  7.6844e-06,  ..., -3.6346e-05,\n",
      "           -3.2360e-05, -2.0265e-05],\n",
      "          [ 1.9303e-06,  2.3114e-05,  3.3171e-05,  ...,  1.3840e-05,\n",
      "           -4.6823e-05, -1.5476e-05],\n",
      "          [-7.3094e-08,  1.8112e-05,  1.3326e-05,  ...,  1.7028e-06,\n",
      "           -1.1331e-05, -2.0014e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.9937e-05,  1.4953e-05, -1.2611e-06,  ..., -2.4479e-05,\n",
      "           -2.6863e-05, -2.2749e-05],\n",
      "          [-1.9927e-05,  1.1420e-05,  1.4436e-05,  ..., -6.2434e-06,\n",
      "           -4.0049e-05, -2.9309e-05],\n",
      "          [ 2.8159e-05,  3.0880e-05,  6.3665e-05,  ..., -1.0063e-05,\n",
      "           -2.5039e-05, -1.6649e-05],\n",
      "          ...,\n",
      "          [ 3.2618e-05,  5.9856e-06,  1.5558e-05,  ...,  4.5403e-05,\n",
      "           -8.7258e-06,  8.6251e-06],\n",
      "          [-8.0075e-06,  6.2581e-06,  3.6019e-05,  ...,  3.8301e-05,\n",
      "            3.5495e-05, -1.5316e-06],\n",
      "          [ 5.7365e-06,  1.1768e-05,  1.9887e-05,  ...,  2.3593e-05,\n",
      "            1.6278e-05,  1.4705e-05]],\n",
      "\n",
      "         [[ 9.6132e-05,  4.4450e-05,  2.3279e-05,  ...,  2.8448e-05,\n",
      "            3.5643e-05,  2.1766e-05],\n",
      "          [ 1.4973e-05, -1.2527e-05, -2.9159e-05,  ..., -5.6046e-06,\n",
      "            1.8451e-05,  2.5408e-05],\n",
      "          [ 1.6446e-05, -4.0570e-05, -1.9417e-05,  ...,  8.3043e-05,\n",
      "            4.9417e-05,  1.0791e-05],\n",
      "          ...,\n",
      "          [ 4.1403e-05,  6.1126e-05,  3.5776e-05,  ...,  3.6138e-05,\n",
      "            1.9979e-06,  3.7381e-05],\n",
      "          [ 5.3178e-05,  5.6139e-05,  1.5872e-05,  ...,  3.0681e-06,\n",
      "            2.0660e-06,  5.6868e-05],\n",
      "          [ 2.9498e-05,  2.9068e-05,  1.8623e-05,  ...,  3.3899e-05,\n",
      "            1.2849e-05,  4.9693e-05]],\n",
      "\n",
      "         [[-4.8219e-05, -2.4941e-05, -3.9356e-05,  ..., -2.1894e-05,\n",
      "           -1.3531e-05, -7.8462e-06],\n",
      "          [-3.1728e-05, -2.0728e-05, -4.2156e-05,  ..., -7.8836e-06,\n",
      "            2.5011e-05,  1.2644e-05],\n",
      "          [-2.2037e-05, -1.3452e-05,  7.9952e-06,  ...,  6.7462e-07,\n",
      "           -1.3430e-05, -1.4371e-05],\n",
      "          ...,\n",
      "          [-3.3058e-05, -4.0319e-05, -3.1694e-05,  ..., -4.2931e-05,\n",
      "           -3.9067e-05, -4.4456e-05],\n",
      "          [-1.9127e-05, -2.8029e-05, -2.5765e-05,  ..., -1.8137e-05,\n",
      "           -1.8133e-05, -2.2681e-05],\n",
      "          [-2.3022e-05, -3.8538e-05, -3.2829e-05,  ..., -1.1820e-05,\n",
      "           -1.5528e-05, -1.9431e-05]]],\n",
      "\n",
      "\n",
      "        [[[-2.2771e-05, -3.6089e-05, -2.3786e-05,  ...,  5.9661e-06,\n",
      "            5.7876e-06,  1.8149e-05],\n",
      "          [-3.9266e-05, -4.1711e-05,  8.9534e-06,  ...,  6.1116e-05,\n",
      "            3.2067e-05,  2.3081e-05],\n",
      "          [-5.5275e-05, -3.3246e-05, -5.0241e-05,  ...,  2.2550e-05,\n",
      "            6.2405e-06,  9.5816e-06],\n",
      "          ...,\n",
      "          [-1.6617e-05, -3.6062e-05, -4.5677e-06,  ..., -1.2008e-06,\n",
      "           -8.6989e-06, -1.2775e-05],\n",
      "          [ 1.8162e-05, -1.5614e-05, -3.2647e-06,  ...,  5.7133e-06,\n",
      "           -1.2461e-05, -2.5451e-07],\n",
      "          [ 1.9746e-05,  5.1082e-07,  2.7614e-05,  ...,  5.7261e-06,\n",
      "           -2.1396e-05,  3.7098e-07]],\n",
      "\n",
      "         [[-2.0286e-06, -1.5124e-05, -1.0824e-05,  ...,  6.2282e-06,\n",
      "           -9.3825e-06,  4.5971e-06],\n",
      "          [-3.4411e-06,  1.8653e-05,  2.2038e-05,  ...,  2.1184e-05,\n",
      "            1.9289e-05,  1.0414e-05],\n",
      "          [-4.6808e-05, -1.8937e-05, -1.8118e-06,  ...,  4.5509e-05,\n",
      "            2.2632e-05,  2.9649e-05],\n",
      "          ...,\n",
      "          [-4.5739e-05, -3.5981e-05, -4.9605e-05,  ..., -5.4910e-05,\n",
      "           -3.0660e-05, -2.0169e-05],\n",
      "          [-4.2261e-05, -3.4761e-05, -3.0934e-05,  ..., -1.1068e-05,\n",
      "           -1.5010e-05, -2.4886e-06],\n",
      "          [-5.4519e-05, -5.4732e-05, -4.1217e-05,  ...,  7.5283e-06,\n",
      "            5.1798e-06,  1.3655e-05]],\n",
      "\n",
      "         [[-2.2247e-05, -3.4484e-05,  1.9355e-05,  ...,  8.0841e-06,\n",
      "            1.2192e-05, -7.5055e-06],\n",
      "          [-7.2309e-06, -5.0481e-06,  8.5198e-07,  ...,  2.9079e-05,\n",
      "            1.1661e-05,  1.0603e-05],\n",
      "          [ 4.5694e-06,  4.8722e-06,  1.5637e-05,  ...,  2.6136e-05,\n",
      "            6.7242e-06,  2.0373e-05],\n",
      "          ...,\n",
      "          [ 3.2711e-05,  2.8561e-05,  8.7662e-06,  ..., -5.7357e-05,\n",
      "           -4.3804e-05, -1.4216e-05],\n",
      "          [ 5.0123e-06,  1.4288e-05,  1.9111e-05,  ..., -4.1782e-06,\n",
      "           -2.0177e-05, -8.6960e-06],\n",
      "          [ 1.9821e-05,  1.8563e-05,  1.1304e-05,  ...,  1.1589e-05,\n",
      "           -2.1334e-05, -1.6612e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.6930e-05,  7.2908e-06, -2.9911e-05,  ..., -2.4476e-05,\n",
      "           -1.3888e-05, -2.6549e-05],\n",
      "          [-8.8823e-06,  1.4717e-05, -1.2695e-05,  ..., -3.1852e-05,\n",
      "           -3.5713e-05, -2.2608e-05],\n",
      "          [ 4.8004e-05,  4.9157e-05,  4.4930e-05,  ..., -3.7333e-05,\n",
      "           -4.6345e-05, -3.0077e-05],\n",
      "          ...,\n",
      "          [ 2.3178e-05,  2.6762e-05,  1.2071e-05,  ...,  1.8790e-05,\n",
      "           -1.3346e-05,  5.8384e-06],\n",
      "          [ 1.0400e-05,  3.2811e-05,  2.2530e-05,  ...,  4.1000e-05,\n",
      "            2.8208e-05,  7.6785e-06],\n",
      "          [ 5.2562e-06,  7.2756e-06,  3.1325e-05,  ...,  2.8887e-05,\n",
      "            1.2032e-05,  1.4685e-05]],\n",
      "\n",
      "         [[ 7.7503e-05,  4.0593e-05,  5.0840e-05,  ...,  3.1561e-05,\n",
      "            4.0679e-05,  1.4688e-05],\n",
      "          [ 1.4502e-05, -3.0944e-05, -4.0972e-05,  ..., -1.1496e-05,\n",
      "            1.7545e-05,  3.2849e-05],\n",
      "          [ 2.8587e-05, -1.7521e-05, -2.7389e-05,  ...,  5.9439e-05,\n",
      "            6.3412e-05,  3.9673e-05],\n",
      "          ...,\n",
      "          [ 2.9393e-05,  4.3344e-05,  1.0012e-06,  ...,  4.4719e-05,\n",
      "            2.6809e-05,  5.7756e-05],\n",
      "          [ 3.4941e-05,  2.2939e-05,  7.0840e-06,  ...,  3.7001e-05,\n",
      "            8.2938e-06,  5.1689e-05],\n",
      "          [ 9.2538e-06,  1.3466e-05,  6.8638e-07,  ...,  2.1484e-05,\n",
      "            3.4528e-05,  3.9737e-05]],\n",
      "\n",
      "         [[-3.9981e-05, -2.9686e-05, -4.7097e-05,  ..., -1.1742e-05,\n",
      "           -1.0377e-05, -1.9924e-05],\n",
      "          [-2.1551e-05,  2.8238e-06, -2.9533e-05,  ...,  2.7114e-05,\n",
      "            4.0232e-05,  6.8694e-06],\n",
      "          [-1.4458e-05, -3.7273e-06, -3.5717e-06,  ..., -2.3267e-05,\n",
      "           -1.7964e-05, -1.3003e-05],\n",
      "          ...,\n",
      "          [-2.0785e-05, -3.4545e-05, -2.3549e-05,  ..., -5.0039e-05,\n",
      "           -3.1801e-05, -5.0428e-05],\n",
      "          [-4.2201e-06, -1.4036e-05, -2.4300e-05,  ..., -5.9553e-06,\n",
      "           -1.4423e-05, -3.2845e-05],\n",
      "          [-2.5501e-05, -2.3261e-05, -2.2210e-05,  ..., -7.5432e-06,\n",
      "           -2.0752e-05, -2.8311e-05]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[-6.5341e-05, -5.7911e-05, -1.1054e-04,  ..., -7.6726e-05,\n",
      "           -6.8694e-05, -1.0161e-04],\n",
      "          [-7.5169e-05, -3.6281e-05, -5.9357e-05,  ..., -1.3108e-04,\n",
      "           -9.4804e-05, -1.3003e-04],\n",
      "          [-1.1061e-04, -7.1194e-05, -7.5915e-05,  ..., -1.0646e-04,\n",
      "           -7.7957e-05, -9.1429e-05],\n",
      "          ...,\n",
      "          [-7.6681e-05, -1.2186e-04, -8.6552e-05,  ..., -5.9768e-05,\n",
      "           -1.1548e-04, -5.1025e-05],\n",
      "          [-7.8463e-05, -1.2997e-04, -8.7394e-05,  ..., -3.7224e-05,\n",
      "           -7.1608e-05, -3.7961e-05],\n",
      "          [-7.8181e-05, -6.7045e-05, -6.5471e-05,  ..., -3.4747e-05,\n",
      "           -6.2726e-05, -2.9339e-05]],\n",
      "\n",
      "         [[ 7.6456e-05,  6.8637e-05,  1.1463e-04,  ...,  5.2996e-05,\n",
      "            2.2425e-05,  1.9266e-05],\n",
      "          [ 7.8983e-05,  1.0665e-04,  1.2898e-04,  ...,  5.6432e-05,\n",
      "            1.7892e-06,  1.5531e-05],\n",
      "          [ 9.6432e-05,  4.0664e-05,  3.8621e-05,  ...,  4.9154e-05,\n",
      "            3.9116e-05,  5.2138e-05],\n",
      "          ...,\n",
      "          [ 7.4844e-05,  5.7340e-05,  5.2668e-05,  ...,  6.7554e-05,\n",
      "            5.7484e-05,  4.0197e-05],\n",
      "          [ 3.8381e-05,  2.1763e-06,  2.9705e-05,  ...,  2.5322e-05,\n",
      "            5.9393e-05,  1.5583e-05],\n",
      "          [ 8.7550e-06,  2.0301e-05,  4.5320e-05,  ...,  4.2321e-05,\n",
      "            4.3830e-05,  4.6879e-05]],\n",
      "\n",
      "         [[-4.3133e-05, -3.1597e-05, -6.0510e-05,  ..., -4.3501e-05,\n",
      "           -3.2418e-05, -3.3992e-05],\n",
      "          [-3.1482e-05, -1.3300e-05, -1.3107e-05,  ..., -2.2792e-05,\n",
      "           -2.1586e-05,  1.9955e-07],\n",
      "          [-1.3637e-05,  5.5624e-07,  3.6360e-06,  ...,  6.4887e-07,\n",
      "           -2.9348e-05,  3.3159e-05],\n",
      "          ...,\n",
      "          [ 2.2647e-05,  9.1722e-06,  5.4485e-05,  ...,  5.3226e-05,\n",
      "            2.1457e-05,  1.1578e-05],\n",
      "          [-6.2393e-06, -2.8820e-05, -2.2298e-05,  ...,  1.5174e-05,\n",
      "           -1.5369e-06,  6.7576e-06],\n",
      "          [-4.0684e-06, -8.0158e-06,  4.3539e-05,  ..., -5.3634e-06,\n",
      "           -3.2299e-05, -1.0360e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 3.8788e-05,  3.2126e-05,  1.3448e-05,  ...,  3.6925e-07,\n",
      "           -1.2639e-05, -1.3016e-05],\n",
      "          [ 1.3714e-05,  5.5559e-05,  2.5811e-05,  ...,  6.3526e-07,\n",
      "           -1.3899e-05,  1.8877e-06],\n",
      "          [ 9.0391e-06,  2.4627e-05,  4.7014e-05,  ...,  8.3507e-06,\n",
      "           -7.1355e-06, -2.7042e-05],\n",
      "          ...,\n",
      "          [ 7.7180e-05,  8.9206e-05,  9.0019e-05,  ...,  1.6092e-05,\n",
      "            5.1418e-05,  3.9517e-05],\n",
      "          [ 8.2593e-05,  1.2905e-04,  1.2757e-04,  ...,  7.0501e-05,\n",
      "            9.1329e-05,  3.5029e-05],\n",
      "          [ 9.3615e-05,  1.0710e-04,  9.4979e-05,  ...,  2.1335e-05,\n",
      "            5.2379e-05,  3.5344e-05]],\n",
      "\n",
      "         [[ 5.6126e-06, -5.8385e-06, -9.1854e-06,  ...,  3.8418e-05,\n",
      "            3.7676e-05,  1.4331e-05],\n",
      "          [ 1.3158e-05,  1.6399e-05, -1.7876e-05,  ...,  3.9754e-05,\n",
      "            4.9546e-05,  1.9449e-05],\n",
      "          [ 4.2919e-05,  3.0888e-05,  2.0111e-05,  ...,  2.3110e-05,\n",
      "            4.1378e-05,  4.1276e-05],\n",
      "          ...,\n",
      "          [ 2.4473e-05,  3.1591e-05,  5.5233e-05,  ...,  8.1346e-05,\n",
      "            9.1965e-05,  7.5092e-05],\n",
      "          [ 4.5889e-05,  4.8679e-05,  7.7603e-05,  ...,  7.5985e-05,\n",
      "            9.5631e-05,  5.1565e-05],\n",
      "          [ 1.3651e-05,  5.5515e-05,  6.3447e-05,  ...,  5.3551e-05,\n",
      "            2.0370e-05,  3.2726e-05]],\n",
      "\n",
      "         [[-3.4203e-05, -5.4032e-05, -1.5561e-05,  ...,  4.7762e-06,\n",
      "           -1.4948e-05, -2.2119e-05],\n",
      "          [-7.5839e-05, -1.0419e-04, -8.9247e-05,  ..., -4.3004e-05,\n",
      "           -3.3362e-05, -4.1436e-05],\n",
      "          [-1.3205e-04, -8.6601e-05, -6.6597e-05,  ..., -5.4238e-05,\n",
      "           -2.7123e-05, -7.5068e-05],\n",
      "          ...,\n",
      "          [-1.1004e-04, -8.3146e-05, -9.2695e-05,  ..., -1.4112e-04,\n",
      "           -8.2279e-05, -9.2152e-05],\n",
      "          [-9.0327e-05, -9.7909e-05, -9.4786e-05,  ..., -1.0989e-04,\n",
      "           -7.9678e-05, -9.0634e-05],\n",
      "          [-6.3397e-05, -1.0036e-04, -1.0994e-04,  ..., -9.9752e-05,\n",
      "           -4.0257e-05, -8.5813e-05]]],\n",
      "\n",
      "\n",
      "        [[[-5.4764e-05, -3.9947e-05, -9.7810e-05,  ..., -6.4130e-05,\n",
      "           -6.5845e-05, -7.2395e-05],\n",
      "          [-7.6444e-05, -4.5132e-05, -9.5972e-05,  ..., -1.5011e-04,\n",
      "           -1.1103e-04, -1.2421e-04],\n",
      "          [-1.0077e-04, -9.6113e-05, -9.3584e-05,  ..., -1.3581e-04,\n",
      "           -9.9208e-05, -1.0021e-04],\n",
      "          ...,\n",
      "          [-7.8326e-05, -1.4635e-04, -1.3820e-04,  ..., -5.1625e-05,\n",
      "           -8.0003e-05, -6.6505e-05],\n",
      "          [-8.0714e-05, -1.1282e-04, -1.3032e-04,  ..., -3.6267e-06,\n",
      "           -7.1434e-05, -4.3616e-05],\n",
      "          [-8.3852e-05, -7.6399e-05, -6.2403e-05,  ..., -3.5865e-05,\n",
      "           -5.0080e-05, -1.7765e-05]],\n",
      "\n",
      "         [[ 5.8069e-05,  9.5306e-05,  9.8926e-05,  ...,  5.5657e-05,\n",
      "            3.5593e-05,  2.2879e-05],\n",
      "          [ 6.5049e-05,  1.1750e-04,  1.2442e-04,  ...,  2.0896e-05,\n",
      "            5.9732e-06, -3.8094e-06],\n",
      "          [ 6.6520e-05,  7.6339e-05,  5.1773e-05,  ...,  1.0043e-05,\n",
      "            2.7847e-05,  6.9469e-05],\n",
      "          ...,\n",
      "          [ 5.4620e-05,  6.7741e-05,  6.9347e-05,  ...,  2.7387e-05,\n",
      "           -1.0827e-06,  2.4244e-05],\n",
      "          [ 4.3123e-05,  1.6753e-05,  2.4587e-05,  ...,  4.1969e-05,\n",
      "            5.5562e-05,  4.0673e-05],\n",
      "          [ 2.8443e-05,  1.1816e-05,  3.4453e-05,  ...,  4.3459e-05,\n",
      "            5.1594e-05,  5.1770e-05]],\n",
      "\n",
      "         [[-5.1592e-05, -1.7021e-05, -5.4834e-05,  ..., -4.1791e-05,\n",
      "           -2.5583e-05, -8.3438e-06],\n",
      "          [-4.2282e-05, -2.5120e-05, -2.2777e-05,  ..., -1.3711e-05,\n",
      "           -4.9407e-06,  1.2792e-05],\n",
      "          [-4.0144e-05, -1.3954e-05,  1.0977e-05,  ...,  1.5473e-05,\n",
      "           -3.0897e-05,  3.9529e-05],\n",
      "          ...,\n",
      "          [ 1.9500e-05,  3.6636e-07,  3.5669e-05,  ...,  2.5718e-05,\n",
      "            1.1780e-05,  1.3096e-05],\n",
      "          [-2.4266e-05, -3.1610e-06, -2.2789e-05,  ...,  2.8464e-06,\n",
      "           -1.3420e-05, -1.5502e-05],\n",
      "          [ 7.4986e-06,  4.7125e-06,  2.6743e-05,  ..., -1.6870e-05,\n",
      "           -2.8526e-05, -1.8595e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 4.3507e-05,  2.5781e-05, -2.6050e-06,  ..., -1.0231e-05,\n",
      "           -9.0245e-06, -2.2701e-05],\n",
      "          [ 2.0470e-05,  3.3721e-05,  1.6475e-05,  ...,  1.4208e-05,\n",
      "            5.1415e-06,  1.1876e-06],\n",
      "          [ 2.0463e-06,  1.7398e-05,  1.6073e-05,  ...,  2.2905e-05,\n",
      "           -1.3619e-05, -2.8795e-05],\n",
      "          ...,\n",
      "          [ 7.1411e-05,  8.8599e-05,  7.9764e-05,  ..., -6.3070e-08,\n",
      "            4.9056e-05,  2.5086e-05],\n",
      "          [ 7.3593e-05,  1.1268e-04,  1.1917e-04,  ...,  5.9047e-05,\n",
      "            8.4904e-05,  3.3160e-05],\n",
      "          [ 8.4243e-05,  9.5030e-05,  8.0586e-05,  ...,  2.1516e-05,\n",
      "            3.3795e-05,  2.7817e-05]],\n",
      "\n",
      "         [[ 1.4453e-05, -4.1170e-06, -1.2610e-05,  ...,  4.4588e-05,\n",
      "            3.9673e-05, -4.0815e-06],\n",
      "          [ 1.5151e-05,  9.9884e-06, -2.2165e-05,  ...,  5.2873e-05,\n",
      "            4.8128e-05,  1.4928e-05],\n",
      "          [ 4.2349e-05,  2.9335e-05,  2.2754e-05,  ...,  4.2776e-05,\n",
      "            3.3888e-05,  4.7837e-05],\n",
      "          ...,\n",
      "          [ 2.6762e-05,  2.6777e-05,  4.9510e-05,  ...,  2.2339e-05,\n",
      "            4.3184e-05,  5.3345e-05],\n",
      "          [ 5.3109e-05,  5.6416e-05,  6.6141e-05,  ...,  3.5933e-05,\n",
      "            7.8357e-05,  7.2606e-05],\n",
      "          [ 3.4502e-05,  5.7271e-05,  5.9132e-05,  ...,  4.4474e-05,\n",
      "            1.8299e-05,  3.0199e-05]],\n",
      "\n",
      "         [[-4.8439e-05, -6.3602e-05, -4.8396e-05,  ..., -8.5625e-06,\n",
      "           -1.1091e-05, -3.0931e-05],\n",
      "          [-7.0447e-05, -8.3965e-05, -5.3319e-05,  ..., -5.1665e-05,\n",
      "           -4.2693e-05, -6.0324e-05],\n",
      "          [-9.0611e-05, -8.1158e-05, -4.2682e-05,  ..., -7.1420e-05,\n",
      "           -3.3358e-05, -7.4052e-05],\n",
      "          ...,\n",
      "          [-8.4083e-05, -9.4722e-05, -6.1091e-05,  ..., -1.1397e-04,\n",
      "           -8.0355e-05, -9.3526e-05],\n",
      "          [-8.7836e-05, -1.0301e-04, -6.1207e-05,  ..., -1.1161e-04,\n",
      "           -7.8047e-05, -9.5803e-05],\n",
      "          [-7.2678e-05, -1.1292e-04, -8.8232e-05,  ..., -1.0071e-04,\n",
      "           -4.5510e-05, -5.5989e-05]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[ 3.1227e-05,  4.4840e-05,  4.1446e-05,  ...,  9.9067e-06,\n",
      "           -3.0749e-06,  8.5664e-07],\n",
      "          [ 3.9379e-05,  4.0563e-05,  1.8419e-05,  ...,  2.2377e-05,\n",
      "           -1.8324e-06,  6.4795e-06],\n",
      "          [ 3.7945e-05,  4.8035e-05,  5.8015e-05,  ...,  1.7137e-05,\n",
      "           -6.1053e-06,  1.9220e-05],\n",
      "          ...,\n",
      "          [ 3.2199e-05,  1.1271e-05,  3.6825e-05,  ...,  7.1400e-06,\n",
      "            4.6971e-05,  1.9957e-05],\n",
      "          [ 6.6860e-05,  3.5280e-05,  4.6277e-05,  ...,  1.4721e-05,\n",
      "            1.1909e-05,  1.6669e-05],\n",
      "          [ 4.9268e-05,  2.7905e-05,  3.7926e-05,  ...,  4.2349e-05,\n",
      "            1.6981e-05,  3.7076e-06]],\n",
      "\n",
      "         [[-5.4370e-06,  3.4798e-06, -1.6405e-05,  ...,  1.1402e-05,\n",
      "            7.9041e-06,  2.4470e-05],\n",
      "          [-1.2688e-05, -9.9336e-06, -1.7401e-05,  ...,  4.7506e-06,\n",
      "            1.4237e-05,  1.1037e-05],\n",
      "          [-2.3973e-05,  7.4816e-06,  7.7692e-06,  ...,  6.2069e-05,\n",
      "            2.4228e-05,  1.4060e-05],\n",
      "          ...,\n",
      "          [ 3.3319e-05,  1.8769e-05,  3.1932e-05,  ...,  2.6333e-05,\n",
      "            3.1715e-05,  3.7060e-05],\n",
      "          [ 2.1050e-05,  3.3224e-05,  2.3552e-05,  ...,  1.6229e-05,\n",
      "            9.8736e-06,  3.9799e-05],\n",
      "          [ 2.1238e-05,  2.8681e-05, -2.2088e-06,  ...,  2.3236e-05,\n",
      "            4.5273e-06,  1.8033e-05]],\n",
      "\n",
      "         [[ 6.4791e-08,  2.2029e-05,  9.1978e-06,  ...,  3.1142e-05,\n",
      "           -1.2809e-06, -1.4290e-05],\n",
      "          [ 9.5106e-06, -2.0962e-06, -1.0486e-05,  ...,  4.8751e-05,\n",
      "            1.7516e-05, -8.1707e-06],\n",
      "          [ 4.0586e-05,  1.0144e-05,  4.5345e-05,  ...,  7.2684e-05,\n",
      "            5.6945e-05,  3.2818e-05],\n",
      "          ...,\n",
      "          [ 3.7066e-05,  3.5241e-05,  6.5625e-05,  ...,  3.3177e-05,\n",
      "            3.1618e-05,  3.4905e-05],\n",
      "          [ 2.2769e-05,  4.1563e-05,  8.1546e-05,  ...,  6.4395e-05,\n",
      "            1.6931e-05,  2.4602e-05],\n",
      "          [ 2.0847e-05,  4.7139e-05,  5.9424e-05,  ...,  7.6511e-05,\n",
      "            4.5415e-05,  3.1264e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 3.4398e-05,  3.3322e-05,  2.0883e-05,  ..., -1.7229e-05,\n",
      "           -1.1362e-05, -5.8379e-06],\n",
      "          [ 4.3723e-05,  4.9813e-05,  2.3644e-05,  ..., -5.6125e-05,\n",
      "           -6.5699e-05, -5.3820e-05],\n",
      "          [ 4.0683e-05,  5.3101e-05,  2.1193e-05,  ..., -3.1441e-05,\n",
      "           -3.6759e-05, -3.2151e-05],\n",
      "          ...,\n",
      "          [-1.0245e-05,  2.7638e-05,  6.3097e-06,  ..., -1.4265e-06,\n",
      "            2.4684e-06,  1.4099e-05],\n",
      "          [-1.1770e-05,  2.7135e-05, -9.1994e-06,  ..., -7.0552e-06,\n",
      "            1.7503e-05,  1.5201e-06],\n",
      "          [-6.5670e-08,  3.0712e-08, -6.0670e-06,  ..., -7.4946e-06,\n",
      "           -7.2232e-06,  1.7391e-05]],\n",
      "\n",
      "         [[ 3.0173e-06, -2.1148e-05, -1.5984e-06,  ...,  4.9166e-05,\n",
      "            1.2957e-05,  9.5990e-06],\n",
      "          [ 5.0676e-07, -2.7784e-05, -7.7063e-06,  ...,  5.0312e-05,\n",
      "            4.6020e-05,  5.0046e-05],\n",
      "          [ 2.5117e-05,  2.6950e-05,  4.8934e-05,  ...,  9.0409e-05,\n",
      "            7.1936e-05,  5.9811e-05],\n",
      "          ...,\n",
      "          [ 8.9941e-05,  8.8268e-05,  1.2002e-04,  ...,  2.1557e-05,\n",
      "            6.3926e-05,  5.6020e-05],\n",
      "          [ 7.6477e-05,  7.8432e-05,  1.1784e-04,  ...,  4.3457e-05,\n",
      "            3.6461e-05,  5.0441e-05],\n",
      "          [ 5.1514e-05,  7.6158e-05,  8.1673e-05,  ...,  7.6977e-05,\n",
      "            5.3170e-05,  4.4305e-05]],\n",
      "\n",
      "         [[ 1.1772e-05,  2.4286e-05, -9.9827e-06,  ..., -4.8161e-06,\n",
      "            7.7362e-06,  3.2559e-05],\n",
      "          [ 4.1773e-06,  1.1017e-05, -1.8290e-05,  ..., -4.0505e-06,\n",
      "            3.7731e-05,  1.5210e-05],\n",
      "          [ 2.9014e-06,  3.7742e-05,  1.5899e-06,  ...,  1.2320e-05,\n",
      "            7.6801e-07, -1.4681e-05],\n",
      "          ...,\n",
      "          [ 4.7087e-05,  9.8550e-05,  9.1336e-05,  ...,  3.8716e-05,\n",
      "            2.6262e-05,  5.1496e-05],\n",
      "          [ 2.2371e-05,  8.3495e-05,  7.6376e-05,  ...,  1.5988e-05,\n",
      "           -3.1459e-06,  2.4676e-05],\n",
      "          [ 1.0930e-05,  6.7789e-05,  4.6122e-05,  ...,  1.4931e-05,\n",
      "            1.6493e-05,  1.0786e-05]]],\n",
      "\n",
      "\n",
      "        [[[ 4.5069e-05,  3.9958e-05,  2.1601e-05,  ...,  1.8082e-05,\n",
      "            3.1994e-06,  1.1737e-05],\n",
      "          [ 4.0222e-05,  2.6262e-05,  1.6471e-05,  ...,  1.9409e-05,\n",
      "            5.3409e-06,  1.2712e-05],\n",
      "          [ 3.3565e-05,  4.0179e-05,  5.3602e-05,  ...,  5.5093e-05,\n",
      "            1.0685e-05,  2.8497e-06],\n",
      "          ...,\n",
      "          [ 1.7990e-05,  4.9226e-06,  4.3653e-05,  ...,  3.3075e-05,\n",
      "            3.6116e-05,  3.5422e-06],\n",
      "          [ 4.5461e-05,  1.5113e-05,  4.6412e-05,  ...,  2.6679e-05,\n",
      "            4.0615e-05, -7.9559e-07],\n",
      "          [ 3.9367e-05,  2.4698e-05,  3.0295e-05,  ...,  2.7804e-05,\n",
      "            1.6754e-05,  4.7955e-06]],\n",
      "\n",
      "         [[ 5.2381e-06, -1.6325e-05, -2.2935e-05,  ...,  2.8176e-05,\n",
      "            2.7232e-05,  2.9506e-05],\n",
      "          [ 8.8628e-07, -2.2695e-06, -2.5492e-05,  ...,  1.0683e-05,\n",
      "            2.3907e-05,  4.5198e-06],\n",
      "          [-1.4890e-05,  2.9119e-05, -2.1128e-06,  ...,  3.9876e-05,\n",
      "            2.0057e-05,  1.2796e-05],\n",
      "          ...,\n",
      "          [ 2.4084e-05, -9.2683e-06,  2.0762e-05,  ...,  1.1525e-05,\n",
      "            1.6418e-05,  5.0094e-05],\n",
      "          [ 1.2319e-05,  1.2584e-05,  1.5826e-05,  ...,  1.6239e-05,\n",
      "            1.8094e-05,  1.9528e-05],\n",
      "          [ 1.1108e-05,  1.9762e-05,  6.5156e-06,  ...,  1.5251e-05,\n",
      "            1.1425e-05,  2.1296e-05]],\n",
      "\n",
      "         [[-1.1649e-05,  1.6859e-05,  1.1569e-05,  ...,  1.5258e-05,\n",
      "            1.7050e-05, -1.0324e-05],\n",
      "          [ 1.2688e-06,  2.0786e-05,  3.2812e-06,  ...,  3.6208e-05,\n",
      "           -1.7188e-06, -7.0636e-06],\n",
      "          [ 4.8648e-05,  3.3969e-05,  4.3530e-06,  ...,  7.7557e-05,\n",
      "            2.4496e-05,  5.1829e-05],\n",
      "          ...,\n",
      "          [ 6.6786e-06,  5.4216e-05,  3.4845e-05,  ...,  6.6105e-05,\n",
      "            4.9043e-05,  5.2554e-05],\n",
      "          [ 3.8616e-05,  3.4486e-05,  6.1522e-05,  ...,  3.2943e-05,\n",
      "            3.5038e-05,  2.9803e-05],\n",
      "          [ 2.5086e-05,  4.2212e-05,  4.4391e-05,  ...,  5.9787e-05,\n",
      "            2.6191e-05,  2.5724e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.8580e-05,  3.1164e-05,  1.9422e-05,  ..., -1.4162e-05,\n",
      "           -2.0381e-05, -1.1674e-05],\n",
      "          [ 5.2904e-05,  6.0948e-05,  4.2455e-05,  ..., -7.5014e-05,\n",
      "           -7.2954e-05, -5.9411e-05],\n",
      "          [ 5.1425e-05,  3.7967e-05,  1.6056e-05,  ..., -6.9765e-05,\n",
      "           -4.7548e-05, -2.8728e-05],\n",
      "          ...,\n",
      "          [ 1.6069e-05,  5.1160e-05, -4.3067e-07,  ...,  3.9284e-06,\n",
      "            8.2762e-06,  1.8867e-05],\n",
      "          [-2.9867e-07,  1.1196e-05, -4.4499e-05,  ...,  2.0241e-06,\n",
      "            2.1815e-07,  1.2708e-05],\n",
      "          [-1.3988e-05, -2.6350e-07, -1.1380e-05,  ..., -7.7225e-06,\n",
      "           -9.8288e-06,  2.5370e-05]],\n",
      "\n",
      "         [[ 2.1452e-06, -1.2386e-05,  4.6296e-06,  ...,  4.9598e-05,\n",
      "            3.0399e-05,  2.2232e-05],\n",
      "          [ 4.0172e-06, -1.4608e-05, -5.0289e-07,  ...,  7.2390e-05,\n",
      "            5.3504e-05,  4.1645e-05],\n",
      "          [ 3.2999e-05,  4.2895e-05,  3.1260e-05,  ...,  1.1222e-04,\n",
      "            6.5602e-05,  5.4318e-05],\n",
      "          ...,\n",
      "          [ 8.1010e-05,  9.4954e-05,  1.0969e-04,  ...,  3.8815e-05,\n",
      "            4.8564e-05,  5.6473e-05],\n",
      "          [ 8.4202e-05,  6.4695e-05,  9.6962e-05,  ...,  2.7447e-05,\n",
      "            5.5236e-05,  4.2869e-05],\n",
      "          [ 5.4713e-05,  6.9282e-05,  5.9767e-05,  ...,  4.2888e-05,\n",
      "            3.6045e-05,  3.9244e-05]],\n",
      "\n",
      "         [[ 2.3403e-06,  1.9882e-05,  1.1894e-05,  ..., -8.2929e-06,\n",
      "            8.6478e-06,  1.9881e-05],\n",
      "          [ 1.5263e-05,  2.7265e-05, -2.0851e-06,  ...,  9.4840e-06,\n",
      "            1.7762e-05,  1.3749e-05],\n",
      "          [ 1.1791e-05,  3.9559e-05, -6.8112e-06,  ...,  6.7259e-07,\n",
      "           -1.1478e-06,  2.4586e-05],\n",
      "          ...,\n",
      "          [ 4.5552e-05,  8.3299e-05,  5.3579e-05,  ...,  4.8044e-05,\n",
      "            2.9695e-05,  3.7952e-05],\n",
      "          [ 4.8165e-05,  7.8820e-05,  6.0705e-05,  ...,  2.3148e-05,\n",
      "           -5.2010e-06,  2.3232e-05],\n",
      "          [ 1.5571e-05,  6.9440e-05,  5.8174e-05,  ...,  2.2716e-05,\n",
      "            1.4589e-05,  6.3840e-06]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[-1.3631e-05, -5.3923e-05, -2.2838e-05,  ...,  1.4592e-05,\n",
      "            1.1823e-05, -4.0229e-05],\n",
      "          [ 7.4952e-07, -2.3766e-05, -6.0647e-07,  ...,  1.4776e-05,\n",
      "            3.9203e-05, -3.3026e-05],\n",
      "          [ 1.7000e-08,  3.0662e-06, -2.9321e-05,  ..., -3.2587e-05,\n",
      "           -2.8799e-05, -8.3683e-05],\n",
      "          ...,\n",
      "          [ 2.0847e-06, -2.2257e-05, -3.0043e-05,  ...,  1.6653e-05,\n",
      "           -2.6359e-05, -2.6162e-05],\n",
      "          [-2.1262e-05, -3.9694e-05, -2.1449e-05,  ..., -1.5616e-05,\n",
      "           -3.2391e-05, -1.8173e-05],\n",
      "          [-3.2018e-05, -1.4151e-05, -1.4879e-05,  ..., -3.4096e-05,\n",
      "           -1.5369e-05, -1.2448e-05]],\n",
      "\n",
      "         [[ 9.3073e-06,  6.7141e-06, -2.6912e-05,  ..., -4.8002e-05,\n",
      "           -3.1459e-05, -2.2435e-05],\n",
      "          [-2.2281e-05,  7.6212e-06, -1.2953e-05,  ..., -1.9042e-05,\n",
      "           -6.0290e-05, -3.2179e-05],\n",
      "          [ 6.3421e-07,  2.1015e-05, -4.0404e-06,  ...,  3.6399e-05,\n",
      "           -5.1906e-05, -4.7997e-05],\n",
      "          ...,\n",
      "          [ 8.2285e-06,  2.4356e-05,  2.6424e-05,  ..., -2.2138e-05,\n",
      "           -4.3088e-05, -3.0080e-05],\n",
      "          [-1.0973e-05, -1.0507e-05, -3.4036e-07,  ..., -3.4206e-05,\n",
      "           -1.4465e-05, -1.6489e-05],\n",
      "          [-1.5409e-05, -2.8905e-05, -2.5532e-05,  ..., -4.7975e-05,\n",
      "           -3.2313e-05, -5.2329e-05]],\n",
      "\n",
      "         [[-3.8183e-06, -1.2496e-05,  6.1843e-07,  ..., -2.0231e-05,\n",
      "           -3.8445e-05, -1.3330e-05],\n",
      "          [-5.2536e-05, -1.0050e-04, -5.6908e-05,  ..., -3.2666e-05,\n",
      "           -2.5060e-06, -1.3502e-05],\n",
      "          [-4.1288e-06,  2.3957e-05,  1.8136e-05,  ..., -4.4450e-06,\n",
      "            6.1851e-06, -4.3142e-05],\n",
      "          ...,\n",
      "          [-2.6836e-06,  1.2363e-06,  4.9805e-06,  ..., -6.7133e-05,\n",
      "           -4.7283e-05, -8.8348e-05],\n",
      "          [ 2.5864e-07, -3.7539e-06,  7.0267e-06,  ..., -7.9366e-05,\n",
      "           -8.2076e-05, -7.9702e-05],\n",
      "          [ 1.7323e-05,  1.7314e-05, -1.1318e-06,  ..., -6.7125e-05,\n",
      "           -5.1817e-05, -4.1085e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 4.8226e-05,  6.0311e-05,  7.7223e-05,  ...,  2.4940e-05,\n",
      "            6.6675e-06, -6.0835e-05],\n",
      "          [ 2.9647e-05,  3.5282e-05,  4.0957e-05,  ...,  2.0373e-05,\n",
      "           -1.9053e-06, -4.6123e-05],\n",
      "          [ 8.3320e-05,  7.8691e-05,  9.1217e-05,  ..., -1.3154e-05,\n",
      "           -4.8932e-06, -2.2244e-05],\n",
      "          ...,\n",
      "          [ 5.1510e-05,  8.2039e-05,  8.5766e-05,  ...,  3.4199e-05,\n",
      "           -8.3820e-08,  8.7132e-06],\n",
      "          [ 6.2196e-05,  8.9774e-05,  1.1775e-04,  ...,  4.6346e-05,\n",
      "           -2.4831e-06, -1.2014e-05],\n",
      "          [ 5.9804e-05,  6.7234e-05,  8.0329e-05,  ...,  1.3395e-05,\n",
      "           -2.4076e-05,  1.6422e-06]],\n",
      "\n",
      "         [[-6.5843e-05, -2.1507e-05, -3.1626e-05,  ..., -4.7856e-05,\n",
      "           -3.8087e-05, -3.1866e-05],\n",
      "          [-1.6940e-05, -3.2002e-05, -1.6994e-05,  ..., -7.1794e-05,\n",
      "           -8.5421e-05, -4.7847e-05],\n",
      "          [-1.6842e-05, -3.3252e-05, -5.3596e-05,  ..., -7.2454e-05,\n",
      "           -6.1061e-05, -4.0221e-05],\n",
      "          ...,\n",
      "          [-2.0435e-05, -2.2567e-05, -2.0037e-05,  ..., -3.5893e-05,\n",
      "           -6.4125e-05, -3.3743e-05],\n",
      "          [-3.5615e-05, -1.0334e-05, -1.2136e-05,  ..., -6.7483e-05,\n",
      "           -3.9964e-05, -3.4070e-05],\n",
      "          [-2.3984e-06,  4.9073e-06, -9.5746e-06,  ..., -6.0355e-06,\n",
      "           -1.5733e-05, -2.3130e-05]],\n",
      "\n",
      "         [[-1.1328e-05, -2.9985e-05, -4.7860e-06,  ...,  4.5462e-06,\n",
      "           -1.4243e-05, -8.6856e-06],\n",
      "          [ 2.3496e-06, -3.4030e-07,  1.9637e-05,  ...,  5.5878e-05,\n",
      "            3.0597e-05,  3.9522e-05],\n",
      "          [-3.1192e-05,  1.0868e-05,  3.0411e-05,  ...,  5.5071e-05,\n",
      "            4.9086e-05,  3.7053e-05],\n",
      "          ...,\n",
      "          [-2.3624e-05,  3.8866e-05,  1.6715e-05,  ...,  7.1371e-07,\n",
      "            1.1024e-05,  8.3926e-06],\n",
      "          [ 1.1086e-05,  3.2534e-05,  1.3308e-05,  ..., -6.7283e-06,\n",
      "           -1.3186e-05, -1.2147e-05],\n",
      "          [ 2.3032e-05,  1.9461e-05,  1.6016e-05,  ...,  1.2102e-05,\n",
      "           -5.2231e-06, -7.2759e-06]]],\n",
      "\n",
      "\n",
      "        [[[-7.2559e-06, -3.9564e-05, -5.3263e-05,  ..., -3.9385e-06,\n",
      "            1.4197e-05, -2.6083e-05],\n",
      "          [ 1.0309e-05, -3.3857e-05, -5.4277e-05,  ..., -5.2769e-06,\n",
      "            1.1903e-05, -4.3225e-05],\n",
      "          [ 1.0991e-05, -5.0911e-06, -2.3084e-05,  ..., -1.9866e-05,\n",
      "           -5.2109e-05, -7.7994e-05],\n",
      "          ...,\n",
      "          [-2.2506e-05, -2.0742e-05, -1.6858e-05,  ...,  1.5627e-05,\n",
      "            2.3732e-06, -1.1416e-05],\n",
      "          [-4.0139e-05, -3.3102e-05,  6.1585e-06,  ..., -9.2980e-06,\n",
      "            1.1482e-05, -1.7487e-06],\n",
      "          [-2.1226e-05, -2.7222e-06,  1.9558e-05,  ..., -5.2937e-05,\n",
      "           -8.5120e-06, -1.3535e-05]],\n",
      "\n",
      "         [[-2.0658e-06,  1.8027e-05, -1.7372e-05,  ..., -3.3834e-05,\n",
      "           -4.4978e-05, -3.7510e-05],\n",
      "          [-1.1702e-05,  1.6754e-05, -1.0188e-05,  ..., -3.4288e-05,\n",
      "           -8.0595e-05, -3.1912e-05],\n",
      "          [-1.7524e-05,  1.7168e-05, -7.5093e-06,  ...,  7.3100e-06,\n",
      "           -4.1649e-05, -3.9723e-05],\n",
      "          ...,\n",
      "          [-1.1302e-06, -1.3188e-05,  1.9364e-05,  ..., -3.7978e-05,\n",
      "           -5.5358e-05, -3.9199e-05],\n",
      "          [ 7.5924e-06, -1.4144e-05, -6.3558e-06,  ..., -3.4823e-05,\n",
      "           -2.2296e-05, -2.0539e-05],\n",
      "          [-3.7727e-06, -2.2714e-05, -3.0308e-05,  ..., -6.9068e-05,\n",
      "           -4.3503e-05, -4.7284e-05]],\n",
      "\n",
      "         [[-1.2527e-05, -2.5864e-05,  9.0089e-06,  ..., -2.0306e-05,\n",
      "           -4.6620e-05, -2.3818e-05],\n",
      "          [-5.8136e-05, -9.9661e-05, -3.3730e-05,  ..., -3.2760e-05,\n",
      "           -1.3188e-06, -2.5855e-05],\n",
      "          [-6.4299e-06, -3.3629e-06,  5.8784e-07,  ...,  1.8597e-05,\n",
      "            1.3660e-05, -2.8275e-05],\n",
      "          ...,\n",
      "          [ 1.7485e-06, -2.7672e-05, -1.5349e-05,  ..., -6.3257e-05,\n",
      "           -7.5513e-05, -9.1605e-05],\n",
      "          [ 2.5157e-06,  6.0330e-06,  2.5834e-05,  ..., -7.4808e-05,\n",
      "           -8.8521e-05, -7.4586e-05],\n",
      "          [ 2.5418e-05,  2.2234e-05,  2.8002e-05,  ..., -4.6835e-05,\n",
      "           -7.5204e-05, -5.1243e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 4.5299e-05,  6.2552e-05,  8.7609e-05,  ...,  3.4054e-05,\n",
      "            1.4787e-05, -3.2948e-05],\n",
      "          [ 2.5948e-05,  3.5765e-05,  5.7553e-05,  ...,  2.4163e-05,\n",
      "            2.0030e-05, -2.2211e-05],\n",
      "          [ 5.7543e-05,  8.3813e-05,  7.3880e-05,  ..., -1.6341e-05,\n",
      "            1.9421e-05, -1.3633e-05],\n",
      "          ...,\n",
      "          [ 3.4471e-05,  7.0894e-05,  1.0566e-04,  ...,  2.4418e-06,\n",
      "           -2.0230e-05,  2.2501e-05],\n",
      "          [ 5.8668e-05,  9.4685e-05,  1.3300e-04,  ...,  4.0744e-06,\n",
      "            3.7411e-06, -1.2334e-05],\n",
      "          [ 5.3658e-05,  7.5545e-05,  8.8835e-05,  ...,  1.0470e-05,\n",
      "           -1.6052e-05, -1.0755e-05]],\n",
      "\n",
      "         [[-5.6361e-05, -3.8855e-05, -4.5210e-05,  ..., -4.4456e-05,\n",
      "           -5.2888e-05, -4.0944e-05],\n",
      "          [-2.2503e-05, -3.5602e-05, -4.2471e-05,  ..., -6.9839e-05,\n",
      "           -7.4104e-05, -4.9730e-05],\n",
      "          [-1.8698e-05, -4.3632e-05, -3.3613e-05,  ..., -6.6681e-05,\n",
      "           -7.1819e-05, -3.8935e-05],\n",
      "          ...,\n",
      "          [-2.8088e-05, -1.7077e-05, -7.9028e-06,  ..., -3.9893e-05,\n",
      "           -5.2287e-05, -4.4878e-05],\n",
      "          [-2.0751e-05,  4.7256e-07, -2.9153e-05,  ..., -5.2804e-05,\n",
      "           -6.4307e-05, -3.9533e-05],\n",
      "          [-8.5665e-06, -1.2277e-06, -3.5721e-06,  ..., -2.1999e-05,\n",
      "           -4.1261e-05, -1.1047e-05]],\n",
      "\n",
      "         [[-3.4838e-05, -3.5316e-05, -9.0437e-06,  ..., -1.7833e-07,\n",
      "            9.4195e-07, -3.6226e-06],\n",
      "          [-4.7818e-06, -7.0005e-06,  1.7089e-05,  ...,  4.0222e-05,\n",
      "            1.2014e-05,  2.0850e-05],\n",
      "          [-2.6267e-05,  3.1220e-06,  3.6987e-05,  ...,  6.0203e-05,\n",
      "            6.1213e-05,  4.1845e-05],\n",
      "          ...,\n",
      "          [-2.2234e-05,  1.8667e-05,  3.7538e-05,  ..., -3.0674e-06,\n",
      "           -1.0843e-05,  1.7429e-06],\n",
      "          [ 2.0357e-05,  3.6326e-05,  2.3822e-05,  ..., -2.8961e-05,\n",
      "           -3.3041e-06, -3.6942e-06],\n",
      "          [ 2.2072e-05,  1.9229e-05,  4.6390e-05,  ..., -1.7077e-06,\n",
      "            1.3816e-06,  1.5513e-06]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[ 4.2167e-05,  4.6042e-05,  8.4918e-05,  ...,  5.8523e-05,\n",
      "            2.0537e-05,  3.7361e-05],\n",
      "          [ 6.7732e-05,  5.1002e-05,  8.5484e-05,  ...,  6.4468e-05,\n",
      "            6.8295e-05,  6.0772e-05],\n",
      "          [ 4.0334e-05,  4.2860e-05,  9.7323e-05,  ...,  9.0869e-05,\n",
      "            5.2396e-05,  5.8252e-05],\n",
      "          ...,\n",
      "          [ 7.7098e-05,  5.4354e-05,  8.7036e-05,  ...,  1.1618e-04,\n",
      "            1.1110e-04,  9.9885e-05],\n",
      "          [ 5.0113e-05,  5.6136e-05,  4.6786e-05,  ...,  5.6224e-05,\n",
      "            1.0576e-04,  1.0451e-04],\n",
      "          [ 7.7544e-05,  4.1522e-05,  6.2952e-05,  ...,  7.7923e-05,\n",
      "            9.1612e-05,  8.6662e-05]],\n",
      "\n",
      "         [[-7.9023e-06, -1.3846e-05,  1.9749e-06,  ...,  1.0032e-05,\n",
      "            1.5962e-05,  4.8102e-06],\n",
      "          [-3.6521e-06, -9.3481e-06,  1.0209e-05,  ...,  2.4867e-05,\n",
      "           -8.7303e-06,  3.6801e-05],\n",
      "          [-3.6388e-06, -2.8128e-05, -6.3968e-06,  ...,  1.6374e-05,\n",
      "            9.9914e-06,  3.9314e-05],\n",
      "          ...,\n",
      "          [ 3.4923e-06,  3.3253e-05,  2.8842e-05,  ...,  2.5673e-05,\n",
      "            4.3678e-05,  3.6842e-05],\n",
      "          [ 2.3791e-05,  4.1632e-05,  4.3097e-05,  ...,  1.4210e-05,\n",
      "            4.0599e-05,  2.8522e-05],\n",
      "          [ 2.5660e-05,  6.3491e-05,  3.8182e-05,  ...,  1.0510e-05,\n",
      "            2.9621e-05,  3.2757e-05]],\n",
      "\n",
      "         [[ 9.0507e-06,  2.3146e-06, -1.6140e-05,  ...,  5.4732e-06,\n",
      "           -2.0778e-05, -7.2664e-06],\n",
      "          [ 3.5462e-05,  7.0618e-07, -5.7616e-06,  ..., -8.2502e-06,\n",
      "           -1.5017e-05, -4.9227e-06],\n",
      "          [ 1.0798e-05, -1.3418e-05, -2.2855e-05,  ..., -4.3031e-05,\n",
      "            1.7227e-05,  2.6068e-05],\n",
      "          ...,\n",
      "          [-4.8452e-05, -5.4423e-05, -2.7439e-05,  ..., -3.9038e-05,\n",
      "           -8.5330e-05, -8.1200e-05],\n",
      "          [-4.1958e-05, -4.8373e-05, -1.4527e-05,  ..., -2.3090e-05,\n",
      "           -7.4819e-05, -7.9795e-05],\n",
      "          [-2.2689e-05, -4.2513e-05, -1.7652e-05,  ..., -2.6093e-05,\n",
      "           -3.8468e-05, -6.1693e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.6887e-05, -2.0624e-05, -1.4147e-05,  ..., -5.5588e-06,\n",
      "           -6.2442e-06,  4.5095e-06],\n",
      "          [-9.6122e-06, -7.9187e-06,  1.0400e-05,  ...,  9.8896e-06,\n",
      "            1.1486e-05, -1.8565e-05],\n",
      "          [-3.9097e-05, -1.3876e-05,  1.7662e-05,  ...,  2.8116e-05,\n",
      "            1.8608e-06, -5.9384e-06],\n",
      "          ...,\n",
      "          [-2.8753e-05, -3.4889e-05, -3.4550e-05,  ...,  2.3208e-05,\n",
      "            5.3163e-06,  3.2456e-05],\n",
      "          [-3.5475e-06, -1.5968e-07,  2.0385e-05,  ...,  6.7391e-06,\n",
      "           -1.7812e-05,  1.7759e-05],\n",
      "          [ 6.8054e-06,  5.5786e-06,  1.1403e-05,  ..., -8.0043e-06,\n",
      "           -1.1697e-05, -1.3067e-05]],\n",
      "\n",
      "         [[ 3.8409e-06, -7.4938e-06, -3.3585e-05,  ..., -2.1176e-05,\n",
      "           -1.1621e-05,  1.0473e-06],\n",
      "          [ 1.6194e-07, -2.4847e-05, -4.3014e-05,  ...,  3.3151e-07,\n",
      "           -1.5235e-05,  2.1116e-06],\n",
      "          [-3.8836e-06, -7.1763e-05, -8.6171e-05,  ..., -2.6803e-05,\n",
      "           -6.0093e-06,  3.4458e-07],\n",
      "          ...,\n",
      "          [-5.9724e-05, -4.4054e-05, -2.4652e-05,  ..., -3.1686e-05,\n",
      "           -5.1581e-05, -1.2887e-05],\n",
      "          [-3.7925e-05, -4.7313e-05, -1.5770e-05,  ..., -1.6252e-05,\n",
      "           -4.2596e-05, -2.5083e-05],\n",
      "          [-6.5839e-06, -1.7691e-05,  3.9139e-06,  ..., -9.2739e-06,\n",
      "           -4.8979e-05, -2.1669e-05]],\n",
      "\n",
      "         [[-1.4569e-05, -1.0936e-05, -4.8894e-05,  ..., -2.3314e-05,\n",
      "           -6.5262e-06, -2.1475e-05],\n",
      "          [-1.6812e-05, -1.0581e-05, -3.8994e-07,  ..., -2.0364e-05,\n",
      "           -8.9864e-06, -8.2337e-06],\n",
      "          [-2.0142e-05, -4.5594e-06, -2.1673e-05,  ..., -2.8147e-05,\n",
      "            9.1139e-06, -9.6802e-06],\n",
      "          ...,\n",
      "          [-1.9930e-06,  7.2689e-06, -2.4145e-05,  ...,  8.5833e-06,\n",
      "            4.5121e-06, -9.2274e-06],\n",
      "          [ 1.8727e-05, -9.0515e-06, -1.8597e-05,  ...,  8.6840e-06,\n",
      "            1.8292e-05, -7.7203e-06],\n",
      "          [-1.2666e-05, -2.9316e-05, -3.2486e-05,  ..., -2.2683e-05,\n",
      "            7.2210e-07, -1.4428e-05]]],\n",
      "\n",
      "\n",
      "        [[[ 6.0119e-05,  5.8062e-05,  8.0196e-05,  ...,  4.9754e-05,\n",
      "            1.2831e-05,  2.9610e-05],\n",
      "          [ 6.9271e-05,  6.7902e-05,  1.1059e-04,  ...,  7.1145e-05,\n",
      "            4.6806e-05,  3.8514e-05],\n",
      "          [ 6.0643e-05,  7.1235e-05,  1.2197e-04,  ...,  8.3921e-05,\n",
      "            3.6966e-05,  4.5118e-05],\n",
      "          ...,\n",
      "          [ 4.7483e-05,  2.1212e-05,  8.6060e-05,  ...,  1.0330e-04,\n",
      "            9.9671e-05,  8.8594e-05],\n",
      "          [ 3.8572e-05,  2.8745e-05,  4.9896e-05,  ...,  6.8686e-05,\n",
      "            1.0306e-04,  9.8514e-05],\n",
      "          [ 6.2462e-05,  3.3593e-05,  5.9579e-05,  ...,  8.7412e-05,\n",
      "            5.8989e-05,  7.0620e-05]],\n",
      "\n",
      "         [[-2.8316e-06, -1.7048e-05, -1.0836e-05,  ...,  2.1751e-05,\n",
      "            2.3107e-05,  9.8940e-06],\n",
      "          [-1.6988e-05, -2.2029e-05, -1.7006e-05,  ...,  1.5572e-05,\n",
      "            7.4517e-06,  4.3014e-05],\n",
      "          [-1.7430e-06, -5.1308e-05, -2.8477e-05,  ...,  9.9822e-06,\n",
      "            2.3700e-05,  3.9821e-05],\n",
      "          ...,\n",
      "          [ 8.9559e-06,  4.1881e-05,  1.5030e-05,  ...,  3.4019e-05,\n",
      "            4.1410e-05,  5.2469e-05],\n",
      "          [ 3.0829e-05,  4.9906e-05,  3.4688e-05,  ...,  3.0652e-05,\n",
      "            4.0031e-05,  4.6694e-05],\n",
      "          [ 1.9409e-05,  5.2588e-05,  4.0089e-05,  ...,  5.6013e-06,\n",
      "            2.1308e-05,  3.8660e-05]],\n",
      "\n",
      "         [[ 1.8982e-06, -1.3980e-05, -7.1165e-06,  ..., -1.0794e-05,\n",
      "           -1.4576e-05, -9.1451e-06],\n",
      "          [ 3.9848e-05,  1.8830e-05,  1.0520e-05,  ..., -2.1286e-05,\n",
      "           -1.5762e-05,  1.0754e-05],\n",
      "          [-9.4224e-06,  5.8409e-06, -4.0291e-05,  ..., -2.2901e-05,\n",
      "            1.2068e-05,  1.2405e-05],\n",
      "          ...,\n",
      "          [-4.7148e-05, -3.9768e-05, -5.5525e-06,  ..., -4.0218e-05,\n",
      "           -9.7032e-05, -7.9110e-05],\n",
      "          [-3.1381e-05, -3.7132e-05,  7.6625e-06,  ..., -3.8649e-05,\n",
      "           -7.5900e-05, -7.7461e-05],\n",
      "          [-1.9062e-05, -3.6817e-05, -3.8547e-06,  ..., -2.3590e-05,\n",
      "           -3.4558e-05, -6.3809e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.7006e-05, -1.7356e-05, -1.3979e-05,  ..., -7.7797e-06,\n",
      "           -1.1176e-05, -2.4681e-06],\n",
      "          [-1.4008e-05,  6.5007e-06,  1.3173e-05,  ..., -6.2541e-06,\n",
      "           -2.6640e-06, -9.4800e-06],\n",
      "          [-2.2155e-05, -6.4350e-06,  2.1052e-05,  ...,  2.2439e-05,\n",
      "           -9.0448e-06, -6.2037e-06],\n",
      "          ...,\n",
      "          [-3.1753e-05, -1.4192e-05, -1.6600e-05,  ...,  3.1069e-05,\n",
      "            7.3820e-06,  1.9738e-05],\n",
      "          [-2.3668e-05, -2.8966e-06,  1.3609e-05,  ...,  1.7633e-06,\n",
      "           -3.5112e-05,  7.2446e-07],\n",
      "          [ 3.5486e-06,  1.6008e-06,  1.0430e-05,  ..., -1.4654e-05,\n",
      "           -1.2371e-05, -2.1513e-05]],\n",
      "\n",
      "         [[ 6.4072e-06, -5.9279e-06, -3.2894e-05,  ..., -3.3957e-05,\n",
      "           -3.3550e-05, -9.9173e-06],\n",
      "          [-6.2069e-07, -4.8721e-06, -3.5853e-05,  ..., -4.0350e-05,\n",
      "           -2.6531e-05, -1.5196e-05],\n",
      "          [-8.4250e-06, -7.2061e-05, -8.7700e-05,  ..., -3.2072e-05,\n",
      "           -1.3852e-05, -1.1480e-05],\n",
      "          ...,\n",
      "          [-6.9651e-05, -2.1689e-05, -1.2151e-05,  ..., -2.9403e-05,\n",
      "           -5.2812e-05, -2.0628e-05],\n",
      "          [-3.4994e-05, -2.5634e-05, -1.6592e-05,  ..., -2.3808e-05,\n",
      "           -4.8588e-05, -2.5372e-05],\n",
      "          [-1.1648e-05, -1.7835e-05,  5.0201e-06,  ..., -1.3207e-05,\n",
      "           -4.8637e-05, -1.4769e-05]],\n",
      "\n",
      "         [[-1.3859e-05,  4.5535e-06, -3.9152e-05,  ..., -1.6988e-05,\n",
      "            5.5353e-06, -2.4007e-05],\n",
      "          [-1.0129e-05, -1.2594e-05, -1.2715e-05,  ..., -1.4850e-05,\n",
      "           -1.0942e-05, -5.8403e-06],\n",
      "          [-1.0875e-05, -3.9292e-06, -2.0831e-05,  ..., -4.6323e-05,\n",
      "            6.2265e-07, -1.9301e-05],\n",
      "          ...,\n",
      "          [ 4.8531e-06,  1.6527e-05, -2.7472e-06,  ...,  3.0746e-06,\n",
      "            1.8136e-05, -1.9895e-05],\n",
      "          [ 1.1178e-06, -6.5289e-06, -1.1651e-05,  ...,  2.0679e-06,\n",
      "            1.3004e-05, -1.1570e-05],\n",
      "          [-1.6700e-05, -2.3233e-05, -3.4991e-05,  ..., -1.3142e-05,\n",
      "           -1.9492e-05, -2.4080e-05]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[-2.7327e-05, -4.1013e-05, -1.7189e-05,  ..., -6.9088e-05,\n",
      "           -2.3950e-05, -2.4448e-05],\n",
      "          [-3.6798e-05, -3.5209e-05, -3.7300e-05,  ..., -6.9460e-05,\n",
      "           -3.2463e-05, -3.9314e-05],\n",
      "          [-3.4924e-05, -4.9276e-05, -3.8671e-05,  ..., -2.0894e-05,\n",
      "           -3.1231e-05, -2.9472e-05],\n",
      "          ...,\n",
      "          [-6.4389e-05, -1.3599e-05, -9.3364e-06,  ..., -3.2403e-05,\n",
      "           -2.3789e-05, -2.8097e-05],\n",
      "          [-3.8801e-05, -2.3127e-05, -3.7088e-05,  ..., -1.9037e-05,\n",
      "           -4.0322e-05, -5.7046e-05],\n",
      "          [-2.8455e-05, -2.9179e-05, -4.5388e-05,  ..., -3.1512e-05,\n",
      "           -3.5382e-05, -5.2003e-05]],\n",
      "\n",
      "         [[-2.6059e-05, -5.3684e-05, -3.4849e-05,  ..., -4.2512e-05,\n",
      "           -3.3107e-05, -2.9269e-05],\n",
      "          [-3.9140e-05, -4.6567e-05, -9.1303e-05,  ..., -5.2768e-05,\n",
      "           -3.0088e-05, -1.8493e-05],\n",
      "          [-5.9794e-05, -8.7484e-05, -1.1331e-04,  ..., -8.5145e-05,\n",
      "           -6.9002e-05, -5.2478e-05],\n",
      "          ...,\n",
      "          [-5.0964e-05, -5.1379e-05, -5.8297e-05,  ..., -1.8340e-05,\n",
      "           -2.6624e-05, -1.8299e-05],\n",
      "          [-2.5087e-05, -3.3809e-05, -3.3048e-05,  ..., -7.4382e-06,\n",
      "           -1.0388e-05, -1.1112e-05],\n",
      "          [-1.1980e-05, -2.6120e-05, -5.3230e-05,  ..., -4.2988e-05,\n",
      "           -4.5708e-05, -4.2109e-05]],\n",
      "\n",
      "         [[-1.8327e-05, -1.0920e-05, -1.9334e-05,  ..., -1.5194e-05,\n",
      "           -1.8093e-06,  1.5300e-05],\n",
      "          [-1.3766e-05,  1.2677e-05, -1.5456e-05,  ..., -1.5877e-05,\n",
      "           -2.3695e-05, -4.1472e-06],\n",
      "          [-1.8020e-05, -1.4882e-05, -1.5205e-05,  ..., -1.3431e-05,\n",
      "           -3.6382e-06,  1.9900e-05],\n",
      "          ...,\n",
      "          [ 3.3823e-06,  3.0926e-06,  2.8416e-05,  ...,  6.2062e-06,\n",
      "            2.4916e-05,  2.4529e-05],\n",
      "          [ 1.8762e-05,  4.8148e-06,  1.0844e-05,  ...,  2.1072e-05,\n",
      "            2.5902e-05,  2.6964e-05],\n",
      "          [ 1.5855e-05,  1.6428e-05,  4.5063e-06,  ...,  2.7469e-06,\n",
      "            4.9908e-06,  1.5147e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.0669e-05, -5.3993e-06,  2.9115e-06,  ..., -4.3696e-07,\n",
      "            3.0832e-05,  1.2017e-05],\n",
      "          [ 4.0776e-05,  4.9391e-05,  3.7675e-05,  ..., -2.3767e-05,\n",
      "            1.8272e-05,  8.9220e-06],\n",
      "          [ 4.3486e-05,  4.2911e-05,  2.8335e-05,  ..., -2.4321e-05,\n",
      "            3.2537e-05,  1.6604e-05],\n",
      "          ...,\n",
      "          [ 7.3808e-05,  1.8042e-05,  4.9950e-05,  ...,  2.6463e-05,\n",
      "            5.6413e-05,  5.7396e-05],\n",
      "          [ 5.5701e-05,  4.1278e-05,  3.1584e-05,  ...,  1.1226e-05,\n",
      "            2.4727e-05,  2.7945e-05],\n",
      "          [ 4.0627e-05,  4.0180e-05,  1.2005e-06,  ...,  3.0316e-05,\n",
      "            3.9865e-05,  5.4259e-05]],\n",
      "\n",
      "         [[ 3.3603e-05,  2.7415e-05,  2.0921e-05,  ..., -2.2749e-05,\n",
      "           -6.9019e-06, -4.8023e-06],\n",
      "          [ 3.6168e-05,  4.8692e-05,  2.7800e-05,  ...,  5.0121e-06,\n",
      "            4.2240e-06,  1.4669e-05],\n",
      "          [ 2.9775e-05,  4.6177e-05,  5.8467e-06,  ...,  1.0468e-05,\n",
      "            1.5499e-05,  3.2385e-06],\n",
      "          ...,\n",
      "          [ 3.3634e-05,  3.1129e-06,  2.1061e-05,  ...,  5.8496e-06,\n",
      "            3.1982e-05, -3.0933e-06],\n",
      "          [ 1.8869e-05,  1.4004e-05,  2.7716e-05,  ...,  1.8220e-06,\n",
      "            8.2344e-06, -1.6839e-05],\n",
      "          [ 3.4460e-05,  2.4372e-05,  4.3057e-05,  ..., -6.5472e-06,\n",
      "            1.0661e-06, -1.9417e-05]],\n",
      "\n",
      "         [[ 2.4554e-05,  3.3503e-05,  1.3136e-05,  ...,  1.3934e-05,\n",
      "            2.9760e-05,  2.2733e-05],\n",
      "          [ 1.3759e-05, -2.8505e-06, -8.6935e-06,  ...,  7.5006e-06,\n",
      "            9.4805e-07,  1.1664e-05],\n",
      "          [ 1.5739e-05, -9.2186e-06, -2.9948e-06,  ..., -5.6162e-06,\n",
      "            3.2829e-06,  2.6734e-05],\n",
      "          ...,\n",
      "          [ 1.4928e-05, -3.9189e-06, -3.3927e-05,  ..., -1.8005e-05,\n",
      "           -2.2996e-05, -5.9117e-06],\n",
      "          [ 3.5292e-06, -1.0665e-05, -5.7131e-05,  ..., -3.3327e-05,\n",
      "           -2.4250e-05, -2.1271e-05],\n",
      "          [-4.7600e-07, -2.8570e-05, -4.8700e-05,  ..., -4.8575e-05,\n",
      "           -2.8770e-05, -2.9251e-05]]],\n",
      "\n",
      "\n",
      "        [[[-2.5395e-05, -3.0606e-05, -3.5124e-05,  ..., -4.1945e-05,\n",
      "           -5.2163e-05, -2.7233e-05],\n",
      "          [-2.2673e-05, -1.0156e-05, -3.3468e-05,  ..., -7.3870e-05,\n",
      "           -3.4761e-05, -2.7622e-05],\n",
      "          [-3.2960e-05, -4.2623e-05, -4.2763e-05,  ..., -4.7848e-05,\n",
      "           -4.2022e-05, -2.3007e-05],\n",
      "          ...,\n",
      "          [-5.3031e-05, -5.3159e-05, -3.7173e-06,  ..., -2.5322e-05,\n",
      "            1.1609e-05, -2.3482e-05],\n",
      "          [-3.4029e-05, -3.9183e-05, -6.8687e-05,  ..., -8.8718e-06,\n",
      "           -3.2514e-05, -6.2869e-05],\n",
      "          [-1.7703e-05, -3.1104e-05, -4.9077e-05,  ..., -2.7074e-05,\n",
      "           -2.9708e-05, -3.2011e-05]],\n",
      "\n",
      "         [[-2.6096e-05, -1.0734e-05, -6.2108e-05,  ..., -2.8616e-05,\n",
      "           -3.9987e-05, -2.3368e-05],\n",
      "          [-1.9410e-05, -2.0773e-05, -7.5166e-05,  ..., -6.2193e-05,\n",
      "           -2.7947e-05, -7.6720e-06],\n",
      "          [-4.6385e-05, -8.4088e-05, -7.6136e-05,  ..., -6.4392e-05,\n",
      "           -5.1006e-05, -3.2779e-05],\n",
      "          ...,\n",
      "          [-2.2180e-05, -4.3802e-05, -6.6742e-05,  ..., -2.7774e-05,\n",
      "           -2.2183e-05, -5.0300e-05],\n",
      "          [-1.9469e-05, -2.5322e-05, -5.3533e-05,  ..., -1.2788e-05,\n",
      "           -1.6799e-05, -3.7077e-05],\n",
      "          [-7.5638e-06, -1.8671e-05, -5.6257e-05,  ..., -4.1697e-05,\n",
      "           -6.1266e-05, -3.0648e-05]],\n",
      "\n",
      "         [[-1.8735e-05, -1.2486e-06, -1.9837e-05,  ..., -1.4645e-05,\n",
      "            2.3632e-06,  2.1654e-05],\n",
      "          [-3.5510e-06,  1.7674e-05, -2.9684e-05,  ..., -2.6221e-05,\n",
      "           -1.4104e-05, -7.1515e-06],\n",
      "          [-2.1067e-05,  8.1452e-06, -2.0572e-05,  ..., -1.0084e-05,\n",
      "           -1.9114e-06,  1.5875e-05],\n",
      "          ...,\n",
      "          [ 1.8788e-05,  1.7819e-06,  1.2043e-05,  ...,  3.6345e-05,\n",
      "            2.1436e-05,  3.1028e-05],\n",
      "          [ 3.8342e-05,  1.5335e-05, -4.2099e-07,  ...,  2.4888e-06,\n",
      "            2.7501e-05,  2.2105e-05],\n",
      "          [ 1.5535e-05,  2.2395e-05,  1.7419e-06,  ..., -7.4632e-06,\n",
      "            6.2024e-06,  2.2160e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 7.1813e-06,  9.5477e-06,  1.6687e-05,  ...,  8.2521e-06,\n",
      "            2.6010e-05,  3.5725e-05],\n",
      "          [ 3.7540e-05,  4.8127e-05,  5.1028e-05,  ..., -3.1055e-05,\n",
      "            1.1372e-05,  3.1715e-05],\n",
      "          [ 3.9059e-05,  2.4085e-05,  3.6723e-05,  ..., -1.8193e-05,\n",
      "            1.0983e-05,  1.9371e-05],\n",
      "          ...,\n",
      "          [ 8.1478e-05,  4.5980e-05,  4.5890e-05,  ...,  1.4608e-05,\n",
      "            2.7909e-05,  5.0767e-05],\n",
      "          [ 5.4991e-05,  3.8204e-05,  3.3432e-05,  ...,  2.2381e-05,\n",
      "            4.0277e-05,  3.7332e-05],\n",
      "          [ 4.6195e-05,  4.3026e-05,  1.3813e-05,  ...,  5.6136e-05,\n",
      "            3.6267e-05,  4.8652e-05]],\n",
      "\n",
      "         [[ 3.1132e-05,  4.4582e-05,  2.9206e-05,  ..., -4.1935e-06,\n",
      "           -1.6171e-05,  5.5502e-06],\n",
      "          [ 5.3474e-05,  5.4516e-05,  4.7756e-05,  ..., -1.0608e-05,\n",
      "            4.8048e-06,  3.0140e-05],\n",
      "          [ 3.8140e-05,  5.5132e-05, -2.6464e-06,  ...,  6.7048e-06,\n",
      "           -2.1913e-06,  6.3515e-06],\n",
      "          ...,\n",
      "          [ 5.2646e-05, -3.2797e-06,  3.0931e-05,  ..., -1.4065e-05,\n",
      "            1.7806e-05, -1.2876e-05],\n",
      "          [ 2.4288e-05,  1.9256e-05,  4.7315e-05,  ...,  2.8123e-06,\n",
      "            1.7341e-05, -2.5591e-05],\n",
      "          [ 5.6114e-05,  2.3514e-05,  4.6759e-05,  ...,  1.7415e-06,\n",
      "           -1.1056e-05, -1.4848e-05]],\n",
      "\n",
      "         [[ 1.7085e-05,  2.2302e-05,  1.9055e-05,  ...,  8.1782e-06,\n",
      "            2.2746e-05,  1.8956e-05],\n",
      "          [-2.4524e-06, -5.1319e-06, -1.0581e-06,  ..., -5.1784e-06,\n",
      "            5.8926e-06,  3.8553e-06],\n",
      "          [ 4.7517e-07, -2.6957e-06, -2.9478e-06,  ...,  1.1639e-05,\n",
      "            1.5067e-05,  1.0654e-05],\n",
      "          ...,\n",
      "          [ 1.1711e-05,  6.2385e-06, -2.5151e-05,  ..., -3.0202e-05,\n",
      "           -2.6002e-05, -8.5366e-06],\n",
      "          [ 2.1493e-05, -1.4534e-05, -5.3846e-05,  ..., -4.3175e-05,\n",
      "           -3.4287e-05, -1.6030e-05],\n",
      "          [-2.5023e-06, -2.0801e-05, -4.8897e-05,  ..., -3.1478e-05,\n",
      "           -2.4588e-05, -2.1197e-05]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[ 3.9896e-05,  3.5560e-05,  3.2591e-05,  ...,  3.7873e-05,\n",
      "            1.4715e-05,  1.5404e-05],\n",
      "          [ 6.2147e-05,  7.3006e-05,  6.8782e-05,  ...,  4.6614e-05,\n",
      "            3.1724e-05,  4.1614e-05],\n",
      "          [ 9.7767e-05,  3.7709e-05,  5.7065e-05,  ...,  6.1967e-05,\n",
      "            6.4802e-05,  4.7434e-05],\n",
      "          ...,\n",
      "          [ 5.5265e-05,  6.0414e-05,  2.7915e-05,  ...,  6.9007e-05,\n",
      "            4.2239e-05,  1.6623e-05],\n",
      "          [ 2.5162e-05,  2.8683e-05,  2.8287e-06,  ...,  2.4659e-05,\n",
      "            9.2999e-06, -1.6114e-05],\n",
      "          [-2.6148e-05, -1.5313e-05, -2.5247e-05,  ...,  2.2487e-05,\n",
      "            8.7183e-06,  4.9926e-06]],\n",
      "\n",
      "         [[ 2.3988e-05,  3.6179e-05,  2.6507e-05,  ...,  1.8202e-05,\n",
      "            1.2769e-05,  1.1877e-05],\n",
      "          [ 2.2141e-05,  3.5365e-05,  4.6773e-05,  ...,  3.3002e-05,\n",
      "            1.6977e-05,  3.2344e-05],\n",
      "          [ 1.1395e-05,  4.0237e-05,  3.8846e-05,  ...,  3.6326e-05,\n",
      "            3.7726e-05,  2.3258e-05],\n",
      "          ...,\n",
      "          [ 1.3950e-05,  2.9613e-05,  5.9571e-06,  ...,  5.4391e-05,\n",
      "            3.5762e-05,  3.9471e-05],\n",
      "          [ 1.5429e-05,  2.0318e-05,  7.5476e-06,  ...,  4.0864e-05,\n",
      "            4.9071e-05,  5.6273e-05],\n",
      "          [ 9.3433e-07,  3.4420e-05,  3.6016e-05,  ...,  3.6227e-05,\n",
      "            3.8308e-05,  3.2599e-05]],\n",
      "\n",
      "         [[-2.7451e-05, -3.0742e-05, -3.2635e-05,  ..., -5.2583e-05,\n",
      "           -4.3587e-05, -3.9867e-05],\n",
      "          [-4.2240e-05, -8.2016e-05, -5.5175e-05,  ..., -6.8942e-05,\n",
      "           -6.0835e-05, -4.7381e-05],\n",
      "          [-6.8045e-05, -8.1769e-05, -7.5553e-05,  ..., -4.7508e-05,\n",
      "           -5.0514e-05, -3.6143e-05],\n",
      "          ...,\n",
      "          [-6.9876e-05, -7.9238e-05, -1.0811e-04,  ..., -4.2666e-05,\n",
      "           -3.2189e-05,  1.6879e-05],\n",
      "          [-7.4839e-05, -1.0312e-04, -1.1559e-04,  ..., -3.4279e-05,\n",
      "           -4.1444e-05,  1.3245e-05],\n",
      "          [-5.8621e-05, -7.1089e-05, -9.6711e-05,  ..., -3.4631e-05,\n",
      "           -2.2510e-05, -3.5912e-06]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.1211e-05,  8.4338e-06, -1.2044e-05,  ..., -1.9709e-05,\n",
      "           -1.1883e-05, -3.6621e-06],\n",
      "          [ 3.1738e-05,  7.7440e-06, -4.2119e-06,  ...,  7.1286e-06,\n",
      "           -1.2770e-05,  1.0218e-05],\n",
      "          [ 4.5286e-05,  1.8664e-05,  1.1532e-05,  ...,  2.6273e-05,\n",
      "           -6.4358e-06, -1.2752e-05],\n",
      "          ...,\n",
      "          [ 2.5308e-05,  2.1442e-05,  1.1948e-06,  ...,  1.3157e-05,\n",
      "            1.1361e-05,  8.4699e-06],\n",
      "          [ 4.2316e-06, -8.2680e-06, -1.5988e-05,  ...,  2.6506e-06,\n",
      "            9.1352e-06,  4.2626e-06],\n",
      "          [-9.3633e-06, -6.0337e-07,  8.1970e-06,  ..., -1.7414e-05,\n",
      "            1.0794e-05,  6.0267e-06]],\n",
      "\n",
      "         [[-1.7838e-06,  1.5824e-05,  1.0534e-05,  ...,  3.9484e-05,\n",
      "            5.7307e-05,  4.8532e-05],\n",
      "          [ 4.3934e-05,  3.9401e-05,  6.2942e-05,  ...,  4.1566e-05,\n",
      "            4.5055e-05,  5.5708e-05],\n",
      "          [-3.2231e-06,  2.5387e-05,  4.9041e-05,  ...,  8.2716e-05,\n",
      "            7.3812e-05,  6.0859e-05],\n",
      "          ...,\n",
      "          [ 6.7401e-05,  7.1885e-05,  9.8737e-05,  ...,  6.1766e-05,\n",
      "            5.5314e-05,  5.3885e-05],\n",
      "          [ 5.9370e-05,  5.7646e-05,  8.4944e-05,  ...,  3.9271e-05,\n",
      "            3.7110e-05,  4.4990e-05],\n",
      "          [ 3.4633e-05,  7.3106e-05,  7.4018e-05,  ...,  4.8643e-05,\n",
      "            3.6180e-05,  3.1711e-05]],\n",
      "\n",
      "         [[ 9.0456e-06,  1.9190e-05,  1.0444e-05,  ...,  2.5280e-05,\n",
      "            4.0292e-05,  2.7591e-05],\n",
      "          [ 1.2827e-06, -4.1533e-06, -3.2636e-06,  ...,  3.7480e-05,\n",
      "            1.7436e-05,  4.4279e-05],\n",
      "          [ 9.6331e-06,  4.1078e-05, -1.5153e-05,  ...,  1.6006e-05,\n",
      "           -7.0162e-06,  3.9468e-05],\n",
      "          ...,\n",
      "          [-5.2518e-06, -2.0478e-05, -5.6958e-05,  ..., -1.5010e-05,\n",
      "            1.0823e-05,  1.4239e-05],\n",
      "          [ 4.6439e-06, -1.0149e-05,  6.2411e-06,  ...,  1.7680e-07,\n",
      "            2.6157e-05,  2.2236e-05],\n",
      "          [-2.2300e-06, -1.6336e-05, -2.5225e-05,  ...,  1.2111e-05,\n",
      "            1.9083e-05,  2.6200e-05]]],\n",
      "\n",
      "\n",
      "        [[[ 1.4669e-05,  2.6336e-05,  1.0738e-05,  ...,  3.2145e-05,\n",
      "            1.7057e-06,  1.4252e-05],\n",
      "          [ 4.0218e-05,  4.2772e-05,  7.7631e-05,  ...,  6.8352e-05,\n",
      "            5.7007e-05,  2.6653e-05],\n",
      "          [ 1.0745e-04,  8.4621e-05,  8.6947e-05,  ...,  6.8254e-05,\n",
      "            5.7523e-05,  5.3683e-05],\n",
      "          ...,\n",
      "          [ 5.6389e-05,  5.1578e-05,  1.2999e-06,  ...,  5.7921e-05,\n",
      "            2.8355e-05,  1.9248e-05],\n",
      "          [ 2.7215e-06, -3.4396e-06,  2.5003e-06,  ...,  1.2125e-05,\n",
      "           -1.1655e-05, -5.5272e-06],\n",
      "          [-1.8718e-05, -1.5957e-05, -2.1773e-05,  ...,  4.6766e-06,\n",
      "            1.4013e-05,  1.1587e-05]],\n",
      "\n",
      "         [[ 3.1602e-05,  3.3956e-05,  4.3658e-05,  ...,  1.9851e-05,\n",
      "            1.4882e-05,  1.2821e-05],\n",
      "          [ 1.1784e-05,  6.0013e-05,  6.8428e-05,  ...,  3.0353e-05,\n",
      "            4.5374e-05,  3.8611e-05],\n",
      "          [ 2.2207e-05,  4.1574e-05,  5.1753e-05,  ...,  3.3069e-05,\n",
      "            4.0396e-05,  2.7471e-05],\n",
      "          ...,\n",
      "          [ 1.2034e-05,  3.5986e-05,  1.3744e-05,  ...,  4.7814e-05,\n",
      "            2.3747e-05,  2.5209e-05],\n",
      "          [ 1.5022e-05,  2.7312e-05,  1.5574e-05,  ...,  4.3689e-05,\n",
      "            4.1795e-05,  4.9085e-05],\n",
      "          [ 2.0244e-05,  3.4592e-05,  3.1636e-05,  ...,  3.2620e-05,\n",
      "            2.8783e-05,  2.6233e-05]],\n",
      "\n",
      "         [[-3.9217e-05, -4.1915e-05, -4.7580e-05,  ..., -5.4990e-05,\n",
      "           -5.0911e-05, -3.5882e-05],\n",
      "          [-7.4956e-05, -6.9607e-05, -5.5262e-05,  ..., -5.6966e-05,\n",
      "           -4.2537e-05, -2.3401e-05],\n",
      "          [-9.2021e-05, -1.0316e-04, -7.2838e-05,  ..., -4.7619e-05,\n",
      "           -3.4803e-05, -4.2513e-05],\n",
      "          ...,\n",
      "          [-8.7797e-05, -9.6789e-05, -1.3223e-04,  ..., -2.2478e-05,\n",
      "           -2.3082e-05, -3.3167e-05],\n",
      "          [-8.4213e-05, -1.0847e-04, -1.2681e-04,  ..., -1.1530e-06,\n",
      "           -2.8991e-05, -2.6899e-05],\n",
      "          [-5.6401e-05, -8.6334e-05, -9.9387e-05,  ..., -2.1248e-05,\n",
      "           -1.8117e-05,  4.0054e-07]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.8989e-05,  9.4575e-06, -1.7209e-05,  ..., -8.2167e-06,\n",
      "           -1.7936e-05, -1.3765e-05],\n",
      "          [ 3.1847e-05,  1.0163e-05, -1.5016e-05,  ...,  1.8497e-05,\n",
      "           -1.3975e-05, -3.6908e-06],\n",
      "          [ 4.2429e-05,  3.1523e-05,  1.0746e-05,  ...,  2.1423e-05,\n",
      "            1.3822e-06,  5.1505e-06],\n",
      "          ...,\n",
      "          [ 1.5516e-05,  5.6680e-06, -2.8918e-05,  ...,  1.0411e-05,\n",
      "            1.8357e-05,  1.1841e-05],\n",
      "          [-8.3462e-06, -1.8954e-05, -3.0225e-05,  ...,  2.5143e-06,\n",
      "            6.2385e-06, -1.3837e-06],\n",
      "          [-7.8941e-06, -1.0918e-05, -1.4065e-05,  ..., -1.2746e-05,\n",
      "            7.1294e-07,  1.1440e-05]],\n",
      "\n",
      "         [[ 2.1492e-05,  2.8056e-05,  2.5936e-05,  ...,  7.0698e-05,\n",
      "            8.1542e-05,  4.3513e-05],\n",
      "          [ 4.5646e-05,  5.5567e-05,  7.3126e-05,  ...,  4.6278e-05,\n",
      "            4.6858e-05,  4.5645e-05],\n",
      "          [ 2.4451e-05,  1.7069e-05,  3.1278e-05,  ...,  5.8422e-05,\n",
      "            6.1979e-05,  4.9381e-05],\n",
      "          ...,\n",
      "          [ 3.4117e-05,  5.3612e-05,  5.5976e-05,  ...,  5.9091e-05,\n",
      "            4.7518e-05,  4.6662e-05],\n",
      "          [ 3.9353e-05,  6.9326e-05,  5.3267e-05,  ...,  2.4656e-05,\n",
      "            3.7412e-05,  4.1179e-05],\n",
      "          [ 5.4114e-05,  5.8798e-05,  4.0887e-05,  ...,  6.3312e-05,\n",
      "            3.5995e-05,  3.4952e-05]],\n",
      "\n",
      "         [[ 2.0833e-05,  2.5131e-05,  3.0410e-05,  ...,  2.6560e-05,\n",
      "            4.3719e-05,  2.0086e-05],\n",
      "          [ 2.6079e-05,  2.0443e-05,  1.4078e-05,  ...,  2.7582e-05,\n",
      "            2.0507e-05,  4.0092e-05],\n",
      "          [ 2.2794e-05,  5.6897e-05, -9.7169e-06,  ...,  3.1263e-06,\n",
      "           -1.0440e-06,  6.4407e-06],\n",
      "          ...,\n",
      "          [-2.8103e-06, -6.4851e-07, -3.3484e-05,  ...,  6.0427e-06,\n",
      "            2.5379e-06,  7.2338e-06],\n",
      "          [-2.0150e-05, -8.4453e-06,  1.7239e-05,  ...,  2.4685e-05,\n",
      "            2.9588e-05,  2.8021e-05],\n",
      "          [-1.4645e-05, -2.0251e-05, -2.6770e-05,  ...,  4.1647e-05,\n",
      "            3.2995e-05,  1.6625e-05]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[ 3.7578e-05,  7.3298e-05,  2.6919e-05,  ..., -1.0184e-05,\n",
      "            9.6384e-06, -2.2321e-05],\n",
      "          [ 4.3672e-06,  3.0202e-05,  3.0443e-05,  ..., -2.7149e-05,\n",
      "           -4.5504e-06, -2.9482e-05],\n",
      "          [ 3.7353e-05,  7.6883e-05, -1.3951e-05,  ..., -3.1918e-05,\n",
      "           -5.6182e-05, -3.0977e-05],\n",
      "          ...,\n",
      "          [ 6.8380e-05,  9.8145e-05,  8.7872e-05,  ...,  7.3307e-05,\n",
      "            7.5950e-05,  4.4574e-05],\n",
      "          [ 6.1409e-05,  6.2819e-05,  8.2864e-05,  ...,  6.0398e-05,\n",
      "            5.7988e-05,  2.9914e-05],\n",
      "          [ 5.6237e-06,  4.1050e-05,  4.9291e-05,  ...,  3.9554e-05,\n",
      "            4.4817e-05,  4.3679e-05]],\n",
      "\n",
      "         [[-1.7182e-05, -3.6923e-05, -6.2784e-05,  ..., -2.8325e-05,\n",
      "           -1.5884e-05, -4.1470e-05],\n",
      "          [-2.4343e-05, -6.9334e-05, -8.4842e-05,  ..., -2.2885e-05,\n",
      "           -9.1099e-06, -2.2253e-05],\n",
      "          [-4.1883e-06, -2.7743e-05, -7.1287e-05,  ..., -6.1420e-05,\n",
      "           -3.8604e-05, -5.5651e-05],\n",
      "          ...,\n",
      "          [-3.8915e-05, -5.4772e-05, -7.9702e-05,  ..., -8.9024e-05,\n",
      "           -2.7101e-05, -1.0633e-05],\n",
      "          [-5.3359e-05, -8.5565e-05, -9.0626e-05,  ..., -6.2860e-05,\n",
      "           -2.1385e-05, -2.1827e-05],\n",
      "          [-5.2099e-05, -5.6089e-05, -6.6102e-05,  ..., -1.9607e-05,\n",
      "           -5.6109e-06, -2.2253e-05]],\n",
      "\n",
      "         [[-6.0409e-05, -5.7135e-05, -3.7017e-05,  ..., -6.9267e-05,\n",
      "           -9.2328e-05, -5.9620e-05],\n",
      "          [-3.5405e-05, -5.5889e-05, -5.4150e-05,  ..., -5.4110e-05,\n",
      "           -4.8127e-05, -2.1272e-05],\n",
      "          [-4.9349e-05, -8.0636e-05, -7.9892e-05,  ..., -3.5485e-05,\n",
      "           -8.7832e-05, -3.9634e-05],\n",
      "          ...,\n",
      "          [-2.7993e-05,  9.5544e-06, -1.4178e-05,  ..., -8.0453e-05,\n",
      "           -7.5436e-05, -6.2099e-05],\n",
      "          [-2.6865e-05,  3.3844e-06,  1.5368e-05,  ..., -8.1711e-05,\n",
      "           -4.5814e-05, -3.3313e-05],\n",
      "          [-5.1242e-05,  8.5071e-06, -1.1339e-06,  ..., -2.9060e-05,\n",
      "           -3.2681e-05, -2.5069e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.4741e-05, -3.1228e-05, -5.0765e-05,  ..., -6.5238e-05,\n",
      "           -7.5778e-05, -7.9512e-05],\n",
      "          [-2.2082e-05, -1.6258e-05, -3.3140e-05,  ..., -6.3795e-05,\n",
      "           -6.9574e-05, -5.9556e-05],\n",
      "          [-3.1645e-05, -5.3654e-05, -8.2387e-06,  ..., -7.6421e-05,\n",
      "           -7.6394e-05, -7.0906e-05],\n",
      "          ...,\n",
      "          [-2.9841e-05, -4.0061e-05, -7.0690e-05,  ..., -1.7031e-05,\n",
      "           -3.0451e-05, -4.4164e-05],\n",
      "          [ 8.6421e-06,  1.9699e-05, -4.4762e-05,  ..., -1.4044e-05,\n",
      "           -1.7275e-05, -2.2552e-05],\n",
      "          [ 3.8957e-06, -2.8068e-06, -1.5358e-05,  ..., -2.7523e-05,\n",
      "           -4.2897e-05, -4.4943e-05]],\n",
      "\n",
      "         [[-3.7266e-05, -6.2263e-05, -8.2775e-05,  ..., -1.0431e-04,\n",
      "           -1.0045e-04, -8.9097e-05],\n",
      "          [-5.5975e-05, -5.7877e-05, -1.0459e-04,  ..., -1.2835e-04,\n",
      "           -1.6861e-04, -7.2655e-05],\n",
      "          [-1.0258e-04, -6.5630e-05, -8.2045e-05,  ..., -1.0970e-04,\n",
      "           -8.9637e-05, -6.4353e-05],\n",
      "          ...,\n",
      "          [-7.8489e-05, -6.6550e-05, -1.0339e-04,  ..., -1.3269e-04,\n",
      "           -1.0161e-04, -8.2407e-05],\n",
      "          [-2.6776e-05, -2.9374e-05, -8.5944e-05,  ..., -9.3932e-05,\n",
      "           -8.9455e-05, -4.7216e-05],\n",
      "          [-4.1088e-05, -3.5246e-05, -6.5529e-05,  ..., -8.5512e-05,\n",
      "           -8.3519e-05, -2.0939e-05]],\n",
      "\n",
      "         [[-2.6593e-05,  5.3226e-06,  4.4726e-06,  ...,  5.4203e-05,\n",
      "            7.6179e-05,  4.7579e-05],\n",
      "          [-1.8519e-05,  2.7948e-05,  5.6390e-05,  ...,  5.1364e-05,\n",
      "            5.0884e-05,  5.9431e-05],\n",
      "          [ 9.1630e-06,  1.2950e-05,  4.3833e-05,  ...,  1.0458e-04,\n",
      "            8.0508e-05,  7.6014e-05],\n",
      "          ...,\n",
      "          [ 8.6728e-06,  6.9828e-05,  1.5662e-04,  ...,  1.2019e-04,\n",
      "            4.8633e-05,  4.6655e-05],\n",
      "          [ 4.2790e-07,  5.0915e-05,  1.1622e-04,  ...,  1.0483e-04,\n",
      "            3.4134e-05,  3.1115e-05],\n",
      "          [ 6.0623e-05,  6.8317e-05,  7.7783e-05,  ...,  6.0923e-05,\n",
      "            3.7644e-05,  1.2039e-05]]],\n",
      "\n",
      "\n",
      "        [[[ 3.2644e-05,  5.5977e-05,  1.2743e-05,  ...,  1.8877e-05,\n",
      "            1.0195e-05, -9.0120e-06],\n",
      "          [ 3.6915e-06,  4.0650e-05,  2.5808e-05,  ..., -3.9356e-05,\n",
      "           -1.9518e-05, -3.7990e-05],\n",
      "          [ 4.4971e-05,  6.6768e-05,  1.1263e-05,  ..., -2.4743e-05,\n",
      "           -4.6968e-05, -2.9729e-05],\n",
      "          ...,\n",
      "          [ 6.1335e-05,  7.0840e-05,  4.8459e-05,  ...,  6.4482e-05,\n",
      "            4.2851e-05,  3.1394e-05],\n",
      "          [ 4.2664e-05,  4.9388e-05,  6.0742e-05,  ...,  6.3904e-05,\n",
      "            4.5931e-05,  2.9300e-05],\n",
      "          [ 9.4474e-06,  3.1598e-05,  4.9911e-06,  ...,  4.1836e-05,\n",
      "            3.8539e-05,  4.3287e-05]],\n",
      "\n",
      "         [[-8.5142e-06, -2.6683e-05, -4.4899e-05,  ..., -1.4933e-05,\n",
      "           -6.2891e-06, -2.7495e-05],\n",
      "          [-2.3983e-05, -5.5558e-05, -6.9978e-05,  ..., -2.8142e-05,\n",
      "           -1.5751e-05, -8.3433e-06],\n",
      "          [-3.9150e-05, -5.5057e-05, -7.5821e-05,  ..., -4.6367e-05,\n",
      "           -2.5812e-05, -3.0541e-05],\n",
      "          ...,\n",
      "          [-3.4839e-05, -4.3437e-05, -6.4851e-05,  ..., -8.8184e-05,\n",
      "           -6.3118e-05, -1.7439e-05],\n",
      "          [-4.8409e-05, -8.0644e-05, -6.2654e-05,  ..., -2.9759e-05,\n",
      "           -3.9001e-05, -2.5384e-05],\n",
      "          [-5.3279e-05, -5.9091e-05, -5.0187e-05,  ..., -2.9985e-05,\n",
      "           -1.7145e-05, -1.6878e-05]],\n",
      "\n",
      "         [[-7.0747e-05, -5.0990e-05, -3.6041e-05,  ..., -6.2775e-05,\n",
      "           -1.0101e-04, -4.9489e-05],\n",
      "          [-4.5754e-05, -6.0566e-05, -5.1084e-05,  ..., -5.1322e-05,\n",
      "           -5.6046e-05, -2.5925e-05],\n",
      "          [-4.6686e-05, -6.1821e-05, -6.7246e-05,  ..., -9.1558e-05,\n",
      "           -1.0713e-04, -4.3738e-05],\n",
      "          ...,\n",
      "          [-4.6251e-05, -1.3595e-05, -3.3637e-05,  ..., -8.4849e-05,\n",
      "           -5.6652e-05, -3.2113e-05],\n",
      "          [-3.9238e-05, -2.3434e-05,  1.1829e-05,  ..., -6.4196e-05,\n",
      "           -5.1885e-05, -4.4476e-05],\n",
      "          [-4.7001e-05, -1.5835e-05,  1.2288e-05,  ..., -6.3425e-06,\n",
      "           -3.5997e-05, -1.4519e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.3610e-05, -2.0671e-05, -3.6079e-05,  ..., -4.2000e-05,\n",
      "           -7.1918e-05, -6.0479e-05],\n",
      "          [-1.3046e-05, -1.8092e-05, -4.7146e-05,  ..., -6.2774e-05,\n",
      "           -8.3619e-05, -6.9653e-05],\n",
      "          [-1.9841e-05, -5.5506e-05, -3.9901e-05,  ..., -4.7511e-05,\n",
      "           -4.6496e-05, -6.8032e-05],\n",
      "          ...,\n",
      "          [-5.9320e-06, -5.5105e-05, -6.7645e-05,  ..., -1.9876e-05,\n",
      "           -8.3726e-06, -5.6216e-05],\n",
      "          [ 5.3748e-06,  6.9427e-06, -4.4881e-05,  ..., -2.1017e-05,\n",
      "           -1.0909e-05, -3.6052e-05],\n",
      "          [-5.2217e-07, -5.7720e-06, -3.7190e-05,  ..., -1.4583e-05,\n",
      "           -1.8364e-05, -3.0161e-05]],\n",
      "\n",
      "         [[-3.5631e-05, -6.1546e-05, -9.2119e-05,  ..., -1.1726e-04,\n",
      "           -1.0375e-04, -8.1837e-05],\n",
      "          [-6.7695e-05, -5.9713e-05, -1.2198e-04,  ..., -1.5672e-04,\n",
      "           -1.5859e-04, -8.9796e-05],\n",
      "          [-8.4994e-05, -4.0184e-05, -9.2018e-05,  ..., -1.2958e-04,\n",
      "           -1.1954e-04, -5.6352e-05],\n",
      "          ...,\n",
      "          [-7.3471e-05, -7.7689e-05, -1.3448e-04,  ..., -1.1772e-04,\n",
      "           -7.9098e-05, -6.7935e-05],\n",
      "          [-3.1647e-05, -3.7629e-05, -9.0406e-05,  ..., -7.5843e-05,\n",
      "           -8.3233e-05, -5.5122e-05],\n",
      "          [-4.1067e-05, -4.1646e-05, -7.2248e-05,  ..., -6.9897e-05,\n",
      "           -6.7209e-05, -3.7784e-05]],\n",
      "\n",
      "         [[-3.2598e-05,  1.5669e-06,  5.4501e-06,  ...,  6.4721e-05,\n",
      "            3.8567e-05,  2.6623e-05],\n",
      "          [-1.4989e-05,  1.6166e-05,  2.7449e-05,  ...,  6.2034e-05,\n",
      "            6.7111e-05,  6.0465e-05],\n",
      "          [-2.3543e-05,  5.7400e-06,  1.8769e-05,  ...,  8.7989e-05,\n",
      "            9.4401e-05,  6.8513e-05],\n",
      "          ...,\n",
      "          [ 1.1620e-05,  8.7477e-05,  1.5325e-04,  ...,  1.0695e-04,\n",
      "            3.7830e-05,  4.4392e-05],\n",
      "          [ 1.4112e-05,  5.9407e-05,  1.1955e-04,  ...,  8.9972e-05,\n",
      "            4.6876e-05,  2.9719e-05],\n",
      "          [ 5.2357e-05,  5.8817e-05,  8.5140e-05,  ...,  3.6877e-05,\n",
      "            3.4107e-05,  3.1788e-05]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[-3.0143e-05, -4.3219e-05, -5.3541e-05,  ..., -3.5760e-05,\n",
      "           -7.3377e-05, -3.7103e-05],\n",
      "          [ 1.5330e-05, -1.0517e-05, -4.5033e-05,  ...,  1.7894e-06,\n",
      "           -4.4662e-05, -2.6960e-05],\n",
      "          [ 8.3270e-07,  1.8274e-05, -1.3574e-06,  ..., -2.4056e-05,\n",
      "           -2.4711e-05, -6.8038e-06],\n",
      "          ...,\n",
      "          [ 5.0014e-06,  1.6113e-05,  7.6395e-06,  ..., -3.2908e-05,\n",
      "           -1.4732e-05, -2.1079e-05],\n",
      "          [ 8.9741e-06,  1.7943e-05,  2.8092e-05,  ..., -3.8767e-05,\n",
      "           -2.8680e-05, -3.1816e-05],\n",
      "          [-1.4406e-05, -1.1678e-05, -1.1530e-05,  ..., -2.0487e-05,\n",
      "           -1.4557e-05, -5.9180e-06]],\n",
      "\n",
      "         [[-1.3207e-05, -7.0340e-06,  4.0214e-05,  ...,  7.3094e-05,\n",
      "            4.9852e-05,  4.4322e-05],\n",
      "          [-3.8171e-05, -3.8310e-05,  1.3159e-05,  ...,  1.9520e-05,\n",
      "            2.8802e-05,  3.0211e-05],\n",
      "          [ 2.5189e-05,  3.3239e-05,  9.0697e-05,  ...,  7.3409e-05,\n",
      "            4.0279e-05,  2.9331e-05],\n",
      "          ...,\n",
      "          [-3.0777e-06, -2.5796e-05, -2.0428e-05,  ...,  2.3578e-05,\n",
      "           -2.5464e-05, -1.7948e-05],\n",
      "          [ 6.9460e-06,  9.0773e-06, -9.6483e-06,  ..., -1.1626e-05,\n",
      "           -2.3935e-05, -2.0319e-05],\n",
      "          [-2.5230e-05, -2.5875e-05, -4.2298e-05,  ..., -2.1081e-05,\n",
      "           -2.7104e-05, -2.1702e-05]],\n",
      "\n",
      "         [[-8.6747e-06, -6.7521e-05, -5.2084e-05,  ..., -1.7877e-06,\n",
      "           -2.3226e-06,  2.7015e-05],\n",
      "          [ 2.8523e-06, -5.1797e-05, -1.8402e-05,  ...,  5.7031e-05,\n",
      "            4.0695e-05,  3.0742e-05],\n",
      "          [-7.1427e-05, -5.4290e-05, -3.3238e-05,  ..., -6.6549e-06,\n",
      "            2.6882e-05,  3.1997e-05],\n",
      "          ...,\n",
      "          [-5.5753e-05, -1.8974e-05, -3.4792e-05,  ...,  2.9715e-05,\n",
      "            3.9257e-05,  6.0744e-05],\n",
      "          [-2.1583e-05, -6.5061e-06, -5.9264e-06,  ...,  2.5812e-05,\n",
      "            4.4254e-05,  3.0734e-05],\n",
      "          [ 8.5669e-08,  1.6339e-05,  9.9767e-07,  ...,  2.7059e-05,\n",
      "            3.0560e-05,  1.7297e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.1000e-05,  4.0364e-05,  3.8766e-05,  ...,  2.7044e-05,\n",
      "            3.4083e-06,  2.5577e-05],\n",
      "          [ 2.4897e-05,  7.4274e-05,  8.2033e-05,  ...,  7.5252e-05,\n",
      "            2.9700e-05,  3.4417e-05],\n",
      "          [ 7.7876e-05,  1.2382e-04,  1.2473e-04,  ...,  5.8840e-05,\n",
      "            4.8159e-05,  4.2913e-05],\n",
      "          ...,\n",
      "          [ 6.0652e-05,  8.2035e-05,  6.5222e-05,  ...,  8.4863e-05,\n",
      "            5.6041e-05,  6.0098e-05],\n",
      "          [ 4.9577e-05,  5.8963e-05,  9.0678e-05,  ...,  9.2979e-05,\n",
      "            4.5679e-05,  4.7860e-05],\n",
      "          [ 4.9050e-05,  5.9033e-05,  8.9875e-05,  ...,  6.3308e-05,\n",
      "            4.0783e-05,  3.1185e-05]],\n",
      "\n",
      "         [[ 4.7670e-06,  2.8685e-06,  5.3215e-06,  ...,  5.0081e-05,\n",
      "            6.7231e-05,  1.4582e-05],\n",
      "          [-1.3842e-05, -1.2439e-05,  4.9135e-06,  ...,  4.9581e-05,\n",
      "            7.7563e-05,  3.9403e-05],\n",
      "          [ 4.2928e-05,  6.1479e-05,  9.0211e-05,  ...,  9.5289e-05,\n",
      "            8.6159e-05,  2.8009e-05],\n",
      "          ...,\n",
      "          [ 2.7301e-05,  1.6179e-05, -1.3545e-05,  ..., -5.6759e-05,\n",
      "            9.0475e-06, -4.3447e-06],\n",
      "          [ 2.8820e-05,  2.3612e-05, -1.0174e-05,  ..., -3.3933e-05,\n",
      "           -2.6271e-05, -1.9290e-05],\n",
      "          [-9.1525e-07, -3.5593e-08, -1.9748e-05,  ...,  6.6166e-06,\n",
      "           -2.2779e-05,  7.4447e-06]],\n",
      "\n",
      "         [[-1.3456e-05, -4.6393e-05, -4.1061e-05,  ..., -1.2530e-05,\n",
      "            3.6943e-06, -2.3189e-06],\n",
      "          [ 9.7425e-06, -3.2470e-05, -3.9372e-05,  ..., -1.6509e-05,\n",
      "           -3.5896e-05, -2.8709e-05],\n",
      "          [ 3.0180e-05,  2.1233e-05, -3.4664e-05,  ..., -6.1717e-05,\n",
      "           -5.2048e-05, -2.2684e-05],\n",
      "          ...,\n",
      "          [-1.1362e-06,  1.3683e-06, -5.4181e-06,  ..., -2.8780e-05,\n",
      "           -6.3926e-05, -3.1331e-05],\n",
      "          [-1.9475e-06,  2.7842e-06, -2.6427e-05,  ..., -6.9030e-05,\n",
      "           -5.8519e-05, -6.1460e-05],\n",
      "          [-2.7589e-05,  9.6122e-06, -4.1611e-05,  ..., -3.4468e-05,\n",
      "           -1.3939e-05, -1.3326e-05]]],\n",
      "\n",
      "\n",
      "        [[[-1.9766e-05, -2.8495e-05, -5.8246e-05,  ..., -2.9498e-05,\n",
      "           -4.8161e-05, -3.1941e-05],\n",
      "          [ 2.1372e-05, -1.0416e-05, -2.8385e-05,  ...,  2.9037e-07,\n",
      "           -2.2898e-05, -4.8006e-06],\n",
      "          [ 1.2801e-05, -1.2832e-05, -3.8467e-05,  ..., -3.3316e-05,\n",
      "           -2.6288e-05, -8.3896e-06],\n",
      "          ...,\n",
      "          [ 1.1564e-05, -7.6156e-06,  1.3089e-06,  ..., -2.1100e-05,\n",
      "           -1.6026e-06, -1.7290e-05],\n",
      "          [ 1.0870e-05,  1.1609e-05,  2.0283e-05,  ..., -2.9303e-05,\n",
      "           -4.7486e-05, -3.7628e-05],\n",
      "          [-2.5181e-05, -3.1300e-06,  4.2524e-06,  ..., -1.1079e-05,\n",
      "           -4.2560e-05, -2.2895e-05]],\n",
      "\n",
      "         [[-1.6523e-05,  1.0257e-05,  2.4582e-05,  ...,  5.5042e-05,\n",
      "            5.5227e-05,  4.6290e-05],\n",
      "          [-6.3051e-06, -7.1537e-06,  3.4695e-05,  ...,  3.0890e-05,\n",
      "            4.7206e-05,  3.2286e-05],\n",
      "          [ 4.2852e-05,  4.0135e-05,  8.8764e-05,  ...,  5.8221e-05,\n",
      "            4.3141e-05,  1.4296e-05],\n",
      "          ...,\n",
      "          [-7.3947e-06, -1.2018e-05, -1.6976e-05,  ..., -5.7852e-06,\n",
      "           -4.1894e-05, -2.1610e-05],\n",
      "          [-1.2466e-06,  1.7504e-06, -3.2626e-05,  ..., -1.8948e-05,\n",
      "           -5.5555e-05, -2.7733e-05],\n",
      "          [-3.1774e-05, -1.7006e-05, -5.1674e-05,  ..., -1.8465e-05,\n",
      "           -4.2851e-05, -3.8017e-05]],\n",
      "\n",
      "         [[-1.0673e-05, -5.1597e-05, -5.7555e-05,  ...,  1.6794e-05,\n",
      "           -7.4924e-06,  7.3110e-06],\n",
      "          [ 1.1576e-05, -2.4009e-05, -4.4443e-05,  ...,  4.3108e-05,\n",
      "            2.7595e-05,  1.4913e-05],\n",
      "          [-4.9067e-05, -6.2045e-05, -7.6338e-05,  ...,  3.3073e-06,\n",
      "            2.4994e-05,  2.9734e-05],\n",
      "          ...,\n",
      "          [-5.7593e-05, -1.0838e-05, -1.3307e-05,  ...,  4.3916e-05,\n",
      "            6.4932e-05,  4.5993e-05],\n",
      "          [-4.3614e-05, -1.5898e-05,  1.4403e-05,  ...,  4.4170e-05,\n",
      "            6.0649e-05,  3.9460e-05],\n",
      "          [ 3.7148e-06,  1.3344e-05,  1.2006e-05,  ...,  3.9762e-05,\n",
      "            4.1624e-05,  3.0447e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.1830e-05,  3.8605e-05,  3.8020e-05,  ...,  3.2327e-05,\n",
      "           -2.0075e-06,  2.7483e-05],\n",
      "          [ 4.3513e-05,  6.1434e-05,  5.9710e-05,  ...,  7.4310e-05,\n",
      "            5.1809e-05,  3.6847e-05],\n",
      "          [ 8.4146e-05,  1.2197e-04,  1.3015e-04,  ...,  4.3427e-05,\n",
      "            5.7858e-05,  4.0103e-05],\n",
      "          ...,\n",
      "          [ 5.1458e-05,  4.5999e-05,  7.1655e-05,  ...,  1.3044e-04,\n",
      "            8.4373e-05,  7.1390e-05],\n",
      "          [ 5.6641e-05,  6.0443e-05,  7.9759e-05,  ...,  9.2779e-05,\n",
      "            6.4248e-05,  5.9434e-05],\n",
      "          [ 4.1312e-05,  5.4730e-05,  9.2466e-05,  ...,  8.9053e-05,\n",
      "            6.3343e-05,  4.3079e-05]],\n",
      "\n",
      "         [[ 1.8032e-05, -3.9722e-06,  1.7607e-05,  ...,  3.5344e-05,\n",
      "            6.5247e-05,  1.8598e-05],\n",
      "          [-4.1761e-06, -9.8469e-06,  1.7858e-05,  ...,  5.5755e-05,\n",
      "            8.1618e-05,  3.2988e-05],\n",
      "          [ 5.8281e-05,  7.1527e-05,  8.5556e-05,  ...,  9.6646e-05,\n",
      "            1.0107e-04,  3.6378e-05],\n",
      "          ...,\n",
      "          [ 4.6816e-05,  4.6079e-05, -5.5973e-06,  ..., -3.3990e-05,\n",
      "            1.5616e-06, -6.6428e-06],\n",
      "          [ 2.7376e-05,  3.5139e-05, -2.5466e-05,  ..., -1.3971e-05,\n",
      "           -3.3681e-05, -2.8314e-05],\n",
      "          [ 6.7547e-06, -7.2049e-06,  9.8283e-06,  ..., -1.4880e-05,\n",
      "           -1.7990e-05,  2.2060e-06]],\n",
      "\n",
      "         [[ 1.1896e-05, -1.3570e-05, -2.2434e-05,  ..., -1.7197e-05,\n",
      "            1.5843e-05, -3.7584e-06],\n",
      "          [ 2.9919e-05, -2.0991e-05, -4.0070e-05,  ..., -3.3547e-05,\n",
      "           -3.2568e-05, -4.1093e-05],\n",
      "          [ 4.9727e-05, -8.7801e-06, -4.6260e-05,  ..., -4.2612e-05,\n",
      "           -4.3414e-05, -1.7731e-05],\n",
      "          ...,\n",
      "          [ 7.1490e-07,  1.6583e-05, -1.3994e-05,  ..., -8.1482e-05,\n",
      "           -3.8126e-05, -4.3711e-05],\n",
      "          [ 5.0028e-06, -4.0441e-06, -2.9567e-05,  ..., -8.2383e-05,\n",
      "           -6.3914e-05, -4.9918e-05],\n",
      "          [-3.1888e-05, -2.4863e-05, -6.3676e-05,  ..., -3.7881e-05,\n",
      "           -4.2569e-05, -4.4292e-05]]]], grad_fn=<MkldnnConvolutionBackward>), tensor([[[[-8.1880e-05, -6.5231e-05, -8.7805e-05,  ..., -6.2897e-05,\n",
      "           -1.1156e-04, -7.7651e-05],\n",
      "          [-1.2050e-04, -1.0815e-04, -1.2512e-04,  ..., -6.0612e-05,\n",
      "           -1.1331e-04, -1.0152e-04],\n",
      "          [-1.3383e-04, -1.1102e-04, -1.2941e-04,  ..., -8.2964e-05,\n",
      "           -8.7059e-05, -6.5104e-05],\n",
      "          ...,\n",
      "          [-3.1056e-05, -4.7348e-05, -1.1053e-04,  ..., -9.7614e-05,\n",
      "           -7.9629e-05, -5.4828e-05],\n",
      "          [-3.4628e-05, -3.9440e-05, -9.7119e-05,  ..., -2.9249e-05,\n",
      "           -3.0919e-05, -1.9838e-05],\n",
      "          [-7.6240e-05, -1.3121e-04, -9.6585e-05,  ..., -5.4987e-05,\n",
      "           -4.2530e-05, -2.4064e-05]],\n",
      "\n",
      "         [[-3.1265e-05, -4.8736e-05, -1.1904e-05,  ..., -1.5056e-05,\n",
      "            1.5606e-05,  1.2910e-05],\n",
      "          [ 3.6101e-05, -5.7487e-05, -2.5391e-05,  ...,  4.3926e-05,\n",
      "            5.0352e-05,  2.6426e-05],\n",
      "          [ 3.2452e-05, -6.3669e-05, -3.8177e-05,  ..., -1.4331e-05,\n",
      "           -5.3510e-06, -1.7915e-05],\n",
      "          ...,\n",
      "          [-2.2677e-06, -2.9517e-05, -4.8124e-05,  ..., -1.6219e-06,\n",
      "            8.2466e-06,  1.3168e-05],\n",
      "          [-1.7433e-05, -4.2993e-05, -2.4221e-05,  ..., -9.2506e-06,\n",
      "           -1.4201e-05, -1.5088e-05],\n",
      "          [-3.2030e-06,  1.3415e-06, -9.2825e-06,  ..., -1.2086e-05,\n",
      "            6.7204e-06, -3.9814e-08]],\n",
      "\n",
      "         [[ 2.8317e-05,  7.9716e-05,  4.4489e-05,  ...,  8.6803e-05,\n",
      "            8.9698e-05,  4.2538e-05],\n",
      "          [ 3.7242e-07,  5.3537e-05,  4.0559e-05,  ...,  1.3412e-04,\n",
      "            1.6124e-04,  7.0177e-05],\n",
      "          [-1.8074e-05,  2.2491e-05,  3.6172e-06,  ...,  7.3534e-05,\n",
      "            8.2391e-05,  4.4556e-06],\n",
      "          ...,\n",
      "          [-2.3903e-05, -6.2626e-05, -9.9661e-05,  ...,  2.8983e-05,\n",
      "            2.8736e-05,  2.5985e-05],\n",
      "          [ 1.4510e-05, -4.6696e-05, -5.7897e-05,  ..., -2.2260e-05,\n",
      "            2.1829e-05, -1.9118e-06],\n",
      "          [-1.2424e-05, -1.0528e-04, -9.7150e-05,  ..., -3.6445e-05,\n",
      "           -1.2653e-05,  1.1981e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 1.2010e-04,  1.2542e-04,  1.3221e-04,  ...,  7.8914e-05,\n",
      "            4.2276e-05,  4.7977e-05],\n",
      "          [ 1.0876e-04,  1.0777e-04,  8.9774e-05,  ...,  3.7915e-05,\n",
      "            8.1035e-05,  6.2211e-05],\n",
      "          [ 6.8057e-05,  7.5365e-05,  1.6719e-04,  ...,  1.1840e-04,\n",
      "            8.0160e-05,  1.5659e-05],\n",
      "          ...,\n",
      "          [ 2.5736e-05,  1.5586e-05, -8.3490e-06,  ...,  9.1935e-05,\n",
      "            7.5766e-05,  2.0986e-05],\n",
      "          [ 7.9474e-05,  3.3149e-05,  4.0267e-05,  ...,  5.4334e-05,\n",
      "            6.4776e-05,  2.3067e-05],\n",
      "          [ 4.8040e-05,  1.4820e-05,  9.5382e-06,  ...,  5.1980e-05,\n",
      "            3.8720e-05,  3.7743e-05]],\n",
      "\n",
      "         [[ 5.6925e-06,  5.6511e-05,  4.2281e-05,  ..., -1.7599e-05,\n",
      "            7.0344e-06,  1.5825e-05],\n",
      "          [ 4.4106e-05,  8.2008e-05,  4.7828e-05,  ...,  3.6646e-05,\n",
      "            1.9415e-05,  2.0226e-05],\n",
      "          [ 4.6662e-05,  8.0058e-05,  5.3328e-05,  ...,  1.3063e-05,\n",
      "            4.0209e-05,  3.1764e-05],\n",
      "          ...,\n",
      "          [-6.2145e-06,  1.9928e-06,  6.1258e-05,  ..., -3.0161e-05,\n",
      "           -8.3459e-06,  2.6357e-05],\n",
      "          [ 1.1445e-05,  1.0411e-05,  1.5650e-05,  ..., -2.2438e-05,\n",
      "           -1.4486e-05,  1.8989e-05],\n",
      "          [ 1.8928e-05,  4.8229e-05,  3.8790e-05,  ..., -4.7929e-06,\n",
      "            1.1842e-05,  3.6146e-06]],\n",
      "\n",
      "         [[-9.3282e-05, -7.4039e-05, -7.5923e-05,  ..., -1.2267e-04,\n",
      "           -9.0320e-05, -7.0217e-05],\n",
      "          [-1.1382e-04, -8.6597e-05, -1.1642e-04,  ..., -9.9940e-05,\n",
      "           -5.6692e-05, -4.9513e-05],\n",
      "          [-1.0621e-04, -6.2973e-05, -1.1139e-04,  ..., -9.5655e-05,\n",
      "           -6.0855e-05, -6.3825e-05],\n",
      "          ...,\n",
      "          [-5.7389e-05, -7.5457e-05, -1.9247e-04,  ..., -1.6832e-04,\n",
      "           -7.1901e-05, -5.5729e-05],\n",
      "          [-7.9778e-05, -9.4030e-05, -1.8474e-04,  ..., -8.0663e-05,\n",
      "           -5.5965e-05, -4.4642e-05],\n",
      "          [-7.6164e-05, -1.0062e-04, -1.4314e-04,  ..., -1.0856e-04,\n",
      "           -6.5853e-05, -6.2867e-05]]],\n",
      "\n",
      "\n",
      "        [[[-7.2818e-05, -6.4123e-05, -9.4451e-05,  ..., -6.4254e-05,\n",
      "           -1.0645e-04, -6.5220e-05],\n",
      "          [-1.1852e-04, -9.0078e-05, -1.1163e-04,  ..., -7.6699e-05,\n",
      "           -1.2802e-04, -1.0360e-04],\n",
      "          [-1.1855e-04, -1.1480e-04, -1.4611e-04,  ..., -8.1499e-05,\n",
      "           -1.1863e-04, -8.7308e-05],\n",
      "          ...,\n",
      "          [-5.0991e-05, -6.8926e-05, -1.3645e-04,  ..., -1.2005e-04,\n",
      "           -8.5048e-05, -4.7946e-05],\n",
      "          [-4.2297e-05, -3.0667e-05, -8.0337e-05,  ..., -6.4134e-05,\n",
      "           -1.9128e-05, -8.0073e-06],\n",
      "          [-9.0845e-05, -1.2020e-04, -1.1403e-04,  ..., -9.1799e-05,\n",
      "           -3.0655e-05, -1.4247e-05]],\n",
      "\n",
      "         [[-1.3875e-05, -4.8082e-05, -3.6037e-05,  ..., -2.1345e-05,\n",
      "            2.9097e-07, -1.9820e-05],\n",
      "          [ 1.5758e-05, -6.3223e-05, -2.2541e-05,  ...,  3.3867e-05,\n",
      "            4.9301e-05,  3.3973e-05],\n",
      "          [-2.2933e-05, -5.3792e-05, -1.4167e-06,  ...,  1.5505e-06,\n",
      "            4.5981e-06, -3.3205e-05],\n",
      "          ...,\n",
      "          [-1.8919e-06, -2.8825e-05, -3.2583e-05,  ..., -7.8700e-06,\n",
      "            1.6143e-05,  2.1899e-05],\n",
      "          [-1.0491e-05, -4.0465e-05, -3.2612e-05,  ..., -2.5928e-05,\n",
      "           -1.4224e-05, -6.5388e-06],\n",
      "          [-4.6770e-06, -1.5787e-06,  8.8380e-06,  ..., -4.7504e-07,\n",
      "            1.0105e-06, -1.3159e-05]],\n",
      "\n",
      "         [[ 2.1290e-05,  8.3415e-05,  6.8454e-05,  ...,  7.2285e-05,\n",
      "            1.0175e-04,  6.3893e-05],\n",
      "          [-2.2447e-05,  3.9025e-05,  6.1915e-05,  ...,  1.4984e-04,\n",
      "            1.7174e-04,  1.0633e-04],\n",
      "          [-3.2650e-05, -2.4759e-05, -3.4339e-08,  ...,  4.3169e-05,\n",
      "            9.8422e-05,  5.5948e-06],\n",
      "          ...,\n",
      "          [-4.2420e-05, -6.8508e-05, -1.0690e-04,  ...,  6.0827e-05,\n",
      "            4.3696e-05,  3.0985e-05],\n",
      "          [-1.0020e-05, -6.1061e-05, -5.9054e-05,  ..., -1.6693e-05,\n",
      "           -4.7599e-06, -4.8411e-06],\n",
      "          [-2.1718e-05, -1.1520e-04, -9.7072e-05,  ..., -3.7023e-05,\n",
      "            1.5712e-05,  1.6321e-05]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 1.1080e-04,  1.0833e-04,  1.1780e-04,  ...,  5.9419e-05,\n",
      "            5.6287e-05,  5.4140e-05],\n",
      "          [ 1.0418e-04,  5.8587e-05,  8.7875e-05,  ...,  6.3777e-05,\n",
      "            9.2592e-05,  6.9565e-05],\n",
      "          [ 4.7255e-05,  5.5536e-05,  1.7164e-04,  ...,  8.9067e-05,\n",
      "            1.1359e-04,  1.5751e-05],\n",
      "          ...,\n",
      "          [ 1.0596e-05,  1.7266e-05,  2.5353e-05,  ...,  8.2487e-05,\n",
      "            8.1305e-05,  4.6776e-05],\n",
      "          [ 4.8172e-05,  3.3815e-05,  2.3859e-05,  ...,  6.8484e-05,\n",
      "            6.3394e-05,  4.2638e-05],\n",
      "          [ 3.2490e-05,  9.2927e-06,  1.0186e-05,  ...,  5.2964e-05,\n",
      "            3.2419e-05,  3.3041e-05]],\n",
      "\n",
      "         [[ 1.5017e-05,  6.6991e-05,  4.1534e-05,  ..., -1.3566e-05,\n",
      "           -9.6010e-06,  1.8947e-05],\n",
      "          [ 5.5109e-05,  8.3510e-05,  6.4453e-05,  ...,  3.2757e-05,\n",
      "           -1.5239e-06,  1.8278e-05],\n",
      "          [ 3.4253e-05,  9.1232e-05,  6.5910e-05,  ...,  5.5574e-06,\n",
      "            1.3286e-05,  3.9257e-05],\n",
      "          ...,\n",
      "          [-1.6607e-05,  2.8321e-06,  3.9418e-05,  ..., -1.0310e-05,\n",
      "           -1.6304e-05,  1.3022e-05],\n",
      "          [-4.5014e-06,  1.8099e-05,  2.0308e-05,  ...,  4.1971e-07,\n",
      "           -7.6774e-06,  1.1305e-05],\n",
      "          [-1.1065e-07,  3.2575e-05,  3.7543e-05,  ..., -1.5244e-05,\n",
      "            8.5381e-06,  1.6210e-05]],\n",
      "\n",
      "         [[-8.1705e-05, -8.0101e-05, -8.7628e-05,  ..., -9.3492e-05,\n",
      "           -9.5057e-05, -6.8706e-05],\n",
      "          [-7.3927e-05, -7.6927e-05, -9.9885e-05,  ..., -1.0061e-04,\n",
      "           -6.3684e-05, -3.5258e-05],\n",
      "          [-6.8636e-05, -7.5768e-05, -1.1256e-04,  ..., -8.9664e-05,\n",
      "           -6.6490e-05, -7.1182e-05],\n",
      "          ...,\n",
      "          [-4.7590e-05, -9.4545e-05, -1.8758e-04,  ..., -1.3695e-04,\n",
      "           -7.8615e-05, -4.9236e-05],\n",
      "          [-5.9747e-05, -1.2744e-04, -1.7493e-04,  ..., -1.0797e-04,\n",
      "           -5.1123e-05, -4.7879e-05],\n",
      "          [-6.9474e-05, -8.9536e-05, -1.5336e-04,  ..., -9.6913e-05,\n",
      "           -5.5779e-05, -4.0826e-05]]]], grad_fn=<MkldnnConvolutionBackward>)])\n"
     ]
    }
   ],
   "source": [
    "# モデルの定義\n",
    "net = OpenPoseNet()\n",
    "net.train()\n",
    "\n",
    "# ダミーデータの作成\n",
    "batch_size = 2\n",
    "dummy_img = torch.rand(batch_size, 3, 368, 368)\n",
    "\n",
    "# 計算\n",
    "outputs = net(dummy_img)\n",
    "print(outputs)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以上"
   ]
  }
 ],
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